{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import ffn\n",
    "#%pylab inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# download price data from Yahoo! Finance. By default, \n",
    "# the Adj. Close will be used. \n",
    "prices = ffn.get('aapl,msft', start='2010-01-01')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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K3U6SgyOICwql1OXA7nWzv/B8Z4rYbP7n8Ff89fjWwHpAoaOK5/dvaHB8vqOC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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x515f490>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# let's compare the relative performance of each stock \n",
    "# we will rebase here to get a common starting point for both securities\n",
    "ax = prices.rebase().plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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6liZNeuepsVhMfr9fkuT3+xWLxSRJ0WhUwWAw8bxgMKju7m67ZwYAI8g7AKaMeluIP/3p\nTyooKNAVV1yh9vb2EZ/j8/nk853/h1dHexuQjqH7Gt4aOKH1Hc22vv70vClav6DS1tdE9iLvkK3Y\nw+UOoxaul156SW1tbfrzn/+sgYEBHT16VPfee68KCgrU09OjwsJCRaNR5efnS5ICgYC6uroS53d1\ndSkQCLzrdSORiOrr6xPHpaWlKisrs2tNcIDLpvl1+OQBSe9cLh8MlfEc+yS9msb5Ix33njhq13Jd\no729XR0dHYnjSCSSwWnsRd7BLnbnW7rH0/IutHmF7mci63yWZVmpPLGjo0OPPfaYHn30Uf3gBz/Q\nzJkztXbtWoXDYfX39+uee+7Rvn37dPfdd+vXv/61uru7VVNToz/+8Y/v+qqvvr5e69atS3t4ONf6\njua0bww4b8asRKj4JKX0iTwG+ZMv0ubSlTa/qru49e8yeYd02JFv0ju5NjTrxoMsS58df4/Hdaf5\ntWvXqq6uTk1NTSoqKtKWLVskSXPnztXy5csVCoWUk5OjjRs3cokdgKORdwDskHLhKi0tVWlpqSRp\n5syZ2rp164jPq62tTdy/BjCJfQ0whbxDNiHr3IE7zQMAABhG4YJjcW8aAF5A1rkDhQsAAMAwChcc\ni30NALyArHMHChcAAIBhFC44FvsaAHgBWecOFC4AAADDKFxwLPY1APACss4dKFwAAACGUbjgWOxr\nAOAFZJ07ULgAAAAMo3DBsdjXAMALyDp3oHABAAAYRuGCY7GvAYAXkHXuQOECAAAwjMIFx2JfAwAv\nIOvcgcIFAABgGIULjsW+BgBeQNa5A4ULAADAMAoXHIt9DQC8gKxzBwoXAACAYRQuOBb7GgB4AVnn\nDhQuAAAAwyhccCz2NQDwArLOHShcAAAAhlG44FjsawDgBWSdO1C4AAAADKNwwbHY1wDAC8g6d6Bw\nAQAAGEbhgmOxrwGAF5B17kDhAgAAMIzCBcdiXwMALyDr3IHCBQAAYBiFC47FvgYAXkDWuQOFCwAA\nwDAKFxyLfQ0AvICscwcKFwAAgGEULjgW+xoAeAFZ5w6jFq6TJ09q9erVuummm3TDDTfohz/8oSSp\nr69PNTU1qqys1Jo1a9Tf3584p6GhQUuXLtWyZcu0a9cus9MDgE3IOwAmjVq4Jk+erCeeeELPPvus\nnnvuObW3t+tvf/ubwuGwysvLtX37di1atEjhcFiStG/fPrW2tqqlpUWNjY3atGmT4vH4hCwE3sO+\nBtiJvEO2IuvcIem3FKdMmSJJOnXqlM6cOaMZM2aora1N1dXVkqTq6mrt2LFDkrRz506FQiHl5eWp\nuLhYJSUl6uzsNDg+ANiHvANgStLCFY/HddNNN6m8vFxlZWW6/PLLFYvF5Pf7JUl+v1+xWEySFI1G\nFQwGE+cGg0F1d3cbGh1ex74G2I28QzYi69whN9kTJk2apGeffVZHjhzRV77yFf31r38d9nafzyef\nz3fe80d6WyQSUX19feK4tLRUZWVlY5kbDnfZNL8Onzwg6Z0wGbxsnurxoHkzZskn6dUxnp/suPfE\nURtW6i7t7e3q6OhIHEcikQxOYz/yDnawI9+GHhdPvSSt86flXWj/Il3ORNYlLVyDpk2bpuuuu06v\nvPKKCgoK1NPTo8LCQkWjUeXn50uSAoGAurq6Eud0dXUpEAi867WKi4u1bt26tIeHc/3nSG/iz+fu\nTxjPsW+Mz0/lOH/yReeZ3rvKysqGlYWhRcJNyDukw+58G/rYeM4ny8bORNaN+i3Fw4cPJ34i58SJ\nE/rLX/6iK664QhUVFdq2bZskqbm5WYsXL5YkVVRUqKWlRQMDAzp48KD279+v+fPnpz0kAJhG3gEw\nadQrXD09Pfr2t7+teDye2Ntw9dVX60Mf+pDq6urU1NSkoqIibdmyRZI0d+5cLV++XKFQSDk5Odq4\nceOol9+BdMybMYuf3oFtyDtkK7LOHUYtXB/4wAcSX9kNNXPmTG3dunXEc2pra1VbW2vLcAAwUcg7\nACZxp3k4Fl/xAfACss4dKFwAAACGUbjgWNybBoAXkHXuQOECAAAwjMIFx2JfAwAvIOvcgcIFAABg\nGIULjsW+BgBeQNa5A4ULAADAMAoXHIt9DQC8gKxzBwoXAACAYRQuOBb7GgB4AVnnDhQuAAAAwyhc\ncCz2NQDwArLOHShcAAAAhlG44FjsawDgBWSdO1C4AAAADKNwwbHY1wDAC8g6d6BwAQAAGEbhgmOx\nrwGAF5B17kDhAgAAMIzCBcdiXwMALyDr3IHCBQAAYBiFC47FvgYAXkDWuQOFCwAAwDAKFxyLfQ0A\nvICscwcKFwAAgGEULjgW+xoAeAFZ5w4ULgAAAMMoXHAs9jUA8AKyzh0oXAAAAIZRuOBY7GsA4AVk\nnTtQuAAAAAyjcMGx2NcAwAvIOnegcAEAABhG4YJjsa8BgBeQde5A4QIAADCMwgXHYl8DAC8g69wh\naeF644039MUvflGhUEg33nijnnjiCUlSX1+fampqVFlZqTVr1qi/vz9xTkNDg5YuXaply5Zp165d\n5qYHAJuQdQBMSlq4cnNztWHDBrW0tOjpp5/WL37xC7322msKh8MqLy/X9u3btWjRIoXDYUnSvn37\n1NraqpaWFjU2NmrTpk2Kx+PGFwLvYV8D7ETWIVuRde6QtHAVFhbqQx/6kCRp6tSpmjNnjrq7u9XW\n1qbq6mpJUnV1tXbs2CFJ2rlzp0KhkPLy8lRcXKySkhJ1dnYaXAIApI+sA2DSmPZwRSIR7dmzR/Pn\nz1csFpPf75ck+f1+xWIxSVI0GlUwGEycEwwG1d3dbePIwFnsa4ApZB2yCVnnDikXrrffflt33HGH\nvvOd7+jiiy8e9jafzyefz3fec0d7GwBkE7IOgAm5qTzp1KlTuuOOO1RVVaXFixdLkgoKCtTT06PC\nwkJFo1Hl5+dLkgKBgLq6uhLndnV1KRAIDHu9SCSi+vr6xHFpaanKysrSXgyc47Jpfh0+eUDSO/sT\nBr+KS/V48LF5M2bJJ+nVMZ6f7Lj3xFGbVuse7e3t6ujoSBxHIpEMTmM/u7NOIu+8yI58G3pcPPUS\ntR16ddznT8u70P5FupyJrEtauCzL0ne+8x3NmTNHt956a+LxiooKbdu2TWvXrlVzc3MinCoqKnT3\n3Xfr1ltvVXd3t/bv36/58+cPe83i4mKtW7cu7eHhXP850pv487mXy1M9HhosvhSeP9bj/MkXjbYE\nTyorKxtWFoYWCaczkXUSeedFduSbncdk2diZyLqkhWv37t167rnn9IEPfEArV66UJN11111au3at\n6urq1NTUpKKiIm3ZskWSNHfuXC1fvlyhUEg5OTnauHEjl9lhBPsaYCeyDtmKrHOHpIVr4cKF+te/\n/jXi27Zu3Tri47W1taqtrU1rMACYSGQdAJO40zwci3vTAPACss4dKFwAAACGUbjgWOxrAOAFZJ07\nULgAAAAMo3DBsdjXAMALyDp3oHABAAAYRuGCY7GvAYAXkHXuQOECAAAwjMIFx2JfAwAvIOvcgcIF\nAABgGIULjsW+BgBeQNa5A4ULAADAMAoXHIt9DQC8gKxzBwoXAACAYRQuOBb7GgB4AVnnDhQuAAAA\nwyhccCz2NQDwArLOHShcAAAAhlG44FjsawDgBWSdO1C4AAAADKNwwbHY1wDAC8g6d6BwAQAAGEbh\ngmOxrwGAF5B17kDhAgAAMIzCBcdiXwMALyDr3IHCBQAAYBiFC47FvgYAXkDWuQOFCwAAwDAKFxyL\nfQ0AvICscwcKFwAAgGEULjgW+xoAeAFZ5w4ULgAAAMMoXHAs9jUA8AKyzh0oXAAAAIZRuOBY7GsA\n4AVknTtQuAAAAAyjcMGx2NcAwAvIOnegcAEAABiWtHCtX79e5eXlWrFiReKxvr4+1dTUqLKyUmvW\nrFF/f3/ibQ0NDVq6dKmWLVumXbt2mZkaEPsaYC+yDtmKrHOHpIXrM5/5jBobG4c9Fg6HVV5eru3b\nt2vRokUKh8OSpH379qm1tVUtLS1qbGzUpk2bFI/HzUwOADYi6wCYlLRwLVy4UNOnTx/2WFtbm6qr\nqyVJ1dXV2rFjhyRp586dCoVCysvLU3FxsUpKStTZ2WlgbIB9DbAXWYdsRda5w7j2cMViMfn9fkmS\n3+9XLBaTJEWjUQWDwcTzgsGguru7bRgTACYeWQfALrnpvoDP55PP5xv17eeKRCKqr69PHJeWlqqs\nrCzdUWDIL/Z26O3TA/rPkV5J0mXTzv4DlM7xrCnTdfjkMUnvfPU2uE9hPMc+Sa+mcf5Ix70njo7p\n/ycvaG9vV0dHR+I4EolkcJqJNZ6sk8g7L7psml+HTx6QZF8eDRrP+dPyLrRvcR5hIuvGVbgKCgrU\n09OjwsJCRaNR5efnS5ICgYC6uroSz+vq6lIgEHjX+cXFxVq3bt04R8ZE+8ebhxLlSFIiSNI5HvpP\n07kbQsdzbPfrSVL+5IuE4crKyoaVhaFFwo3SzTqJvPOiwS8uJfvyKJ3jHN8kre9oTmHy5KbnTdH6\nBZW2vFY2M5F14/qWYkVFhbZt2yZJam5u1uLFixOPt7S0aGBgQAcPHtT+/fs1f/78tIcERsK+BphG\n1iEbpJt1cSuuwyeP2fJf/6njNq3Ke5Je4brrrrvU0dGhvr4+XXfddbrjjju0du1a1dXVqampSUVF\nRdqyZYskae7cuVq+fLlCoZBycnK0cePGUS/BA0C2IOsAmJS0cD3yyCMjPr5169YRH6+trVVtbW1a\nQwGp4N40sBNZh2xF1rkDd5oHAAAwjMIFx2IPFwAvIOvcgcIFAABgGIULjsW+BgBeQNa5A4ULAADA\nMAoXHIt9DQC8gKx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      "text/plain": [
       "<matplotlib.figure.Figure at 0x522e9d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# now what do the return distributions look like?\n",
    "returns = prices.to_returns().dropna()\n",
    "ax = returns.hist(figsize(10, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stat                 aapl        msft\n",
      "-------------------  ----------  ----------\n",
      "Start                2010-01-04  2010-01-04\n",
      "End                  2014-06-19  2014-06-19\n",
      "\n",
      "Total Return         214.37%     51.06%\n",
      "Daily Sharpe         1.08        0.52\n",
      "CAGR                 29.32%      9.70%\n",
      "Max Drawdown         -43.80%     -26.36%\n",
      "\n",
      "MTD                  1.58%       1.39%\n",
      "3m                   21.72%      6.46%\n",
      "6m                   19.47%      16.18%\n",
      "YTD                  15.94%      12.58%\n",
      "1Y                   55.69%      23.54%\n",
      "3Y (ann.)            28.75%      22.76%\n",
      "5Y (ann.)            29.32%      9.70%\n",
      "10Y (ann.)           29.32%      9.70%\n",
      "Since Incep. (ann.)  29.32%      9.70%\n",
      "\n",
      "Daily Sharpe         1.08        0.52\n",
      "Daily Mean (ann.)    29.48%      11.81%\n",
      "Daily Vol (ann.)     27.35%      22.54%\n",
      "Daily Skew           -0.12       -0.21\n",
      "Daily Kurt           4.76        5.21\n",
      "Best Day             8.88%       7.29%\n",
      "Worst Day            -12.36%     -11.39%\n",
      "\n",
      "Monthly Sharpe       1.24        0.64\n",
      "Monthly Mean (ann.)  31.91%      13.76%\n",
      "Monthly Vol (ann.)   25.72%      21.41%\n",
      "Monthly Skew         -0.00       -0.08\n",
      "Monthly Kurt         -0.06       0.24\n",
      "Best Month           18.84%      15.69%\n",
      "Worst Month          -14.40%     -15.12%\n",
      "\n",
      "Yearly Sharpe        1.91        0.69\n",
      "Yearly Mean          20.54%      14.54%\n",
      "Yearly Vol           10.75%      21.05%\n",
      "Yearly Skew          -0.09       1.34\n",
      "Yearly Kurt          -1.97       2.16\n",
      "Best Year            32.57%      44.31%\n",
      "Worst Year           8.08%       -4.51%\n",
      "\n",
      "Avg. Drawdown        -4.47%      -4.00%\n",
      "Avg. Drawdown Days   31.46       52.13\n",
      "Avg. Up Month        6.76%       5.23%\n",
      "Avg. Down Month      -4.69%      -4.61%\n",
      "Win Year %           100.00%     75.00%\n",
      "Win 12m %            76.74%      76.74%\n"
     ]
    }
   ],
   "source": [
    "# ok now what about some performance metrics?\n",
    "stats = prices.calc_stats()\n",
    "stats.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ZPI70BHStheETkJ5EXH07YsdORFMr2jWqGbdo7igubxZJl9AMpOPgfuN/IV/4\nEXJyBHlsb7CozE6DpiMHDhfX94UGK68KJAD3735PEfNYE8Kb2EgJn7roGkRH75yHcE6QLh+GdFVO\ngqbjLIB0TRWyQdihbtiFqhUJEihoOg6iLqXr8YFD/Ppj/1jymRMOL3qhvuUwLpRSMpSdDpJxfUQ1\nZQ7pShe9RrVhmDhm7UIQBgs7pk95+XYuknXNHXzcawG0ULRFFOnKOGrQsV2nwjzUhwoxFgdHWyqi\noXLmCrw8dorjvrHfWYaCZ1jbm2ipCB8ZmsawNxNbaMm/76sWxs9GK5VV3zJCE2LRra7qwWg+XV3h\nky5i9fnFga1Ko+YbVm1lY6pSqRZCMBxLkAlXKyVS6qU9Mw5NbZhGRM1ePaWrhLC7DoQmC+7f3It8\n+bV1cx/1wk/JKrmY1ZD0Qv/h6kVDa+R0zQaVElGFeEQTyJP7EZ2lPoKEoiSipRPRuwmxbhusvRBG\nfaWrRuFCODEfwZLkYiwW0i0NrZbD9yQrU7q0D/4J4ub/cObDizMTiNYulZ8JkGxFxIsEUHvvvYgb\nip1PRCRWzJsLVy9qOu7DX8X9+p8UN56ZgVWblQ+ZD3/yaxcC41PtHR9Rn4V+dz7F+ecU6TJdF0PT\ncA0Td55sOm3leeDoixWl5bNBSumd7OoVCf2JJg40t85eEeFhKpzn5MEJhRfPa+3mss7VOMugLPht\nRMpf3jFDWUY4UlbkdP27TSqZcryQCYhhzmslBF6boPLw4lIl0kcTTBSyZG3ViHmskMHU9KrtWlQy\nvdqP54aP89jAIUxNI2FESFt5/unQs+ybGJz3PkwVcjx4vM5y4gUi71k13HvZbXz4gutKvmuNJBj1\nkrz3jJ/m6PTovLefs62SNld9ydaqNiUZWxmVakIsSwNoR7p0V3supQupDrQ7fkMNTs3z6xuYMMyg\nuToUQ0L0bUGYEaK6gR5NBOEfQ4S80Fw3ML0Ut3wAseM2mByZ/8EtIU5mJvm9y2/n1r4L6lq+O+F7\neYUT6RtK16zwKhcrLG6icRg7XaJ0aW//DcSWK6tuRsSa1NiRbK2pdJWQrte4RZnMpZVFipfTVQuB\nilSW0yWaWhGmF15cZEGYdF3cV56q/uXMhFKsPZuO8usketaVkDDMWLF1kx7y6dK0EOH1kJtGtPWU\nhnmDPK8COJbqybnaa1UX+p2cY9ds+1SOc4Z0Pdm5kqc7VyrSpRs482TTxzx1o9zxPAw5VTaQeTH3\nWr2Uvtv0wbn1AAAgAElEQVS7nhfbVpSEQGrBH+zCvQHDYbz1zZ1c0bl2WQa5oexUhcoFKiSTraF0\nXbdyM72JFj7+zL/yDwdVT7KCV+UGpUpXOLy4FFBO4RYZu0DKjJF3bNY0tVf1/gorXb7nkqHpJIwI\nz40cZyg3s6CclscHD/HjU3U0sV0EfCVKE6KiMrPccX0h2XJZxwoKRn730rfxno1XVpAu23WYtnK0\nRRKIZapeHMmlK44P1MsXoUGqEzZcXCXEPzs+e/UvBA3dfYhr34m243ZA9XNsijcHL1Zf2XN9tSMS\nR9z07xEXXAOtXcoM8zVC1rZIW3lWxJvr9rzzu134lbDu3icwpeSnw8cWZTvyuoZbPbwWRDOaQu2m\nNl+GqBXq9ZWgjt4gfO380/9EToRUlHxWVUaCIl2vERmW44O4f/0JZTBa6/h9NLer56JWld5S9JHM\nTCEf/mr176bHlLrV0ln9+3J0rUFc5rWW00LVi5peWWmYnVEKWgnp8o7FKgQCjBAC/aNfUiSTohdk\nefFTLZwzpOur6y9gb0sHutCRuoE7TzY9ZeW4csXaqjYJoAiC+8XfRoarImdRufwxzxYawmPPaatQ\n0+A0a3v5SG5pkne4Ya0mBM4ySMyD2Wm6q5CutmiS8bxK1K7mIO+HvA5NKVuJgtfHD4pKV8Gx6U+P\nA7CmeXG5XD5MTaPgOop0efuwpkaemCk0LOm70KtwTFQziGoGEhVyCVc4Hp4ambPfnisljw0cYsbK\nn1ESUt6aKYzygba8iKAehAsfVje10RqNV9yvo/k0rdE4uqYtW/XicyPHq7fDklJVUDW1or/9w/Pe\nbjVyou3YiVituiS8fe12rujZGAyofk6gI92ggk3bfp3ah0QLcua1I12nM5P0JFqqNiivBV1ofP5N\n7w1yH+V3v0TzsAonf/XAM2dkP895lFcu+pgYAuZh8hxLqirAlhXFcNvJ/cj9ofOeT5cqRq9RdFEe\n/Bli6w6VNO7Ys6tu7T2I82o3rRZmpNincaFwbSjkKvy+pOsgT+xDrFyPuORG2HhJjQ2E9ieWQDv/\navWHrhfJs9CKyjdexaJtIVo6kSHzYL+SUT7zoCLJVUj2RD5DyozVnWt7zpCuv3jjuwE1ALu6iWsV\n+M6JPfzo1Kt1rT9dyJW4l1cgYLShG8aqTbr8wVHoRqB03fezh/jMC9+rurw/sIdbr5QnrKtqsTM/\n2xnKVeZzgTqmpBFhNJ+u+nJvjcR588otzFh5RnMzqqWMp3TpQiPv2Dxw9EWOTI/yXy56K3eurfRP\nWgh0oSGlMnT1c/LW1iBdYduIEY90NZvRQDlqicQDUgbwDwd/yv/e+28cnByq+fv7JweJ6QYxwzyj\nXQOma3in+fjIhddzc5+Stucif3934JmKEGTY4gNUm5jy48lYhSABezmqFy3XYTyfqToJmDO/ZCmg\nGyXeX0GIsXzG37UGBg5Xr3paBozkZuiqkrxcC84//gHuvqcrPjcaocVZIfc+UTUnSVz/brTbP1T/\nhuJJpYoZSl2RvnF0uMtBPhNUyCqi8xqxruy0Ct17VZqzPXMimkB766/W3pYZW3xOlx8CDG1HZqdx\nd92vXOBXbkS0daO/4575bVcLka7y8GJ2RoULy5ti++/H6THkK09WNWcey2foijfjSLeu9+U5Q7r8\n2ZouNKRuIByLXUdf5FvH6suzmbJyVb1tfLj/+hfqP3UqXb+6RXVLj0XigdI1ns/UbLHhk65wPkV1\n0rUc4cVi77ZyrIg1M5CZrKp03bXuEu5adzFt0QQzVr4kmf2Cth5eGO0Pete1VLEAWCiEEEQ0XVWf\nmnMoXZpOwSPBPulqMmPBfiaNaInSVXAdXpkY4LMvPVLz9/eMn+bSjtW0mDFeGjt5xojxZCFLi1m7\n0GN7+6og92m25tcFx+bfBg5yaGq45POwmS0oOdxy3ZIZmiOLXRuWo3pxIDPFFZ1rgoKSEswV6lgK\nGKXePUFuoiw1yBRNrSqv5wy10PlB/ytB2PuL+x7nc3t+UvJ9ODRcF04fLjYphmDQN+rIP/15hvzR\nP1T9XLv8ZsSWK+rfUMwjXb4Lej6txpLBY8iMVwiTyxZJF6KqI3rN/ZwZR4au76LgE45IXBGOxTxz\nS5FI7z+PobFY/ugfEdE42p3/T4lCNS/oRsi4VQTPt/PZu3H/+uPK4LTcuqPc6LWKrcdYPk1HLImh\n6XWpXecM6fKhcrr0gOjUG2aZquJLVYLjXuloeCZbo3IR1AD4C+svpSPZggid6FrhmKx38cKVQ+Xh\nRb3OHJpdR1/k86/825zL1YKqXKxeUNAVbyJtFyoS6UEltMcMkyYzykQhiy60YLnueIqrutYF1XCz\nqooLgKnpTBayJM0ov7jhMjqr+cRQVG/yjh34cjWFlK6EGSnJ6Sq4Nrev2c7mWbzaCo5NwohwWeca\nvrL/KfZNDHLAU8aGlrC90JSVnXViALDeS2SdjXT5xLdQ9gLIlbXa0YSgJRJjIl+85+1QPt9sbZwc\n1100+XxxtJ+j06N01FJwapSvLynKDBODRPNqfkXhRNwlhOU6fP3IC4Ex63PDx3mxzCQ5HypaqRdB\naOTYXqTXqsxcRDeDBuqH6F6nQnZ+HlFmGprbEVuuQJ54RfUSnRpWvR3By+maxwRn8Bjus9WjKvOF\nzM2o5PNIzPMoW8QzF40Xm18vFNVI1/AJxJVvWzjhAkWy/H1zHdW0+sZfgd5NSu1OpipJ10QxAqK9\n+78hzruqYrNj+TTt0SQRzcCqI7/73CNdQkcKPWjTEW5xMRvmUrp8yOOv4HzzL9Ufs4QXAW7qO59V\nqU60Ok60X+Y/m9IlqE/penroyIJNVB3pVrWL8OF/XssyAvxGupkKn6z1IX+U+Q4Qc8HUdaYKWRJG\nhLeuOq+mitZkRklbBUZzMyF3dyOkdEVKfbwch42pzllb6/hh1HYv/+KZ4WP88e4fkrUt7n32W0tm\nNjmRz9I6h6XJqmQrG1MrZr1P/ME7X2ZlUq50gXJhD7v9226xotZXXl8c7SddNnv92DMPBAUVC4Hl\nOnzp1Sc8n7Aax7Is4UWzVOnyw4tlShegBtA6Pfnmg5HcDBIZTBKq2XTknNLK07rg2CpXddefq9Yp\ngJlr9F1cDoiOXrTLbgoMOSnklJLU0av8vo7sVoP7Kq934XzDi9ItNpleLDLTSuXx3z3aIiIU0Xhg\nweJDHn0Z96VHkdNj9bXUKiNdUkpFftp6ZllpboiVG5AvPBz8hrQKiHgz2i0fUN9vvjwgXX4RmBw5\nibjh36H90scQqzaXVkZ6+3ZiZoL2aIKIrtrTzYVzinS9Y+1F7FyzTb2Ivbyc8oG/FlRO19weXfKF\nR4qy/CxKlw+hm2jeidZqFI1KKTmdmaI1Ei8JbTllCet6neFFI7TOt4+9FFTp1YNHTx9gdVN7RXNh\nH35Pt2rhRR9NZoTxQqaiws4nNjfNQooWioimM2ll5zSGTBoRZqw8w7kZuuMpPv+m93rhSSP4PkyS\nLNehO57iVGaypmrltxxKeAT8xdF+AAayKrF6agmc7l3pMppPB0RxNsx1n/j9A/NlBCHrFCque2sk\nwWRZM3E/1Oc3vP7c3kfZdfRFdo+eZMYjX9NWnhNewcRCsHf8NHnH5sDUUG2H9eUIL2q6yrnxXOeD\n8KKXUJ22CsX7xVh6pcuVkhMz6jzO1AjLPHr6IA8ef7miH+ecsK0gJ0VsuxYAcwFWIz9XqKNh8byg\nq/sLx1L3jxmDfAb3sW+gvekXikoXYn4pXa4LMxNB2HhRmBhS/Qt9UWIxz1wkUaF0uY/8PfIHf4P7\nf/4r8tnvzr0NX8Two05WTrkIzDEWzwWxbhvaO+5Rfn2urUQVMwqetYpYsUZVo2o6WDlFvEb6EZsv\nL23sHcILo/38bPQEbdFE0J5uLpxTpOu2NdvY2tqN1BYQXqyhdMnxgdKKxfDsYbbqRQ8iEscMlZxX\nw3ghQ0TTSUXiJWEhW1ZWL7rVmm6WIUyIvnX8pXn1FNw9dqqijD6MotJV+9aI6SZThVyF0abp20fU\nSYTnAz+86Dcor4WkGSVt55koZGmNFkm2v2+JUPWilJKC69AajXNB20pO1SCvqn2OEahEfvL5cW+w\nnKyRXP1Ph56t+V05/CT6ciJbDbP1TQSldLVE4pVKl2NXNJWO6gZ5t3pxh4YWqC6PDhzkK/uf4muH\niurWbGroXPiZR1wBLmhbWX2hOTyDlgL+5MD1jE8NofHo8T3s7d8HQuOjT/0LX9nveQbp5pIrXS+M\nnOBLr6rQX7hNVfjMvjJ+GmBBSleQr9Oi3PzN19hr7KxHz3rEbIni84Wf02VbqvItEkP6f2+8tLjc\nvBPpPVuT9OIqamVm2guttS6JZ5iIxpFlSldJwno9Ewd/YuOPy7l09bZDC9m/DRerCYjjKD8xM1JU\n+Fq9jheJZnVeR06qc5Go7e3pp3I0mzEimsHxmTG+e2LPrPuw4DfaxMQE73//+7nlllv4wAc+wNRU\n9aaejz76KLfeeis333wzX/jCF4LP77//fq677jruvPNO7rzzTh599NH6fzykdNUTXnSl9PouVlYe\nuF/+Hdy/+A212Tv/n5LvpFWYk13LeIKoN0Otpe6cSk+yMtES9Ab0Ee6FB6DVmdPlKxF+yCeqG+Tq\n7OxuOU7gVF0Nfmug2UrTo7rBZCFbYW9g+vYRZ2CgNL1E+sQcJLjJiDJjFQJXdR/+PsV0M6heVI29\nlU1AsxklW2NA9f2zRJmS6RdxjNUI2Txyaj8vj52q6/jG8umaxQ3lmKvgYjyfZmUiRa4ivFipdEU0\nnUJouXB4UaWZFH/nTT0bS4ictsDXh+O67B49GfRMrKW6qhDfMplGeq0/dKFxwfM/4Pzhk0F4cY9H\neoIBdAnhq6Qx3Qz87YCSey3hvYPmHbJ3LNVEOd6EuPRGtDt/EyPktv3jU/v52/01TCh/XlHIqX5+\nSwVPSVWkK6Ic0tMTiL4tpeOFYH6J9L7CNbNwtRlUtabYeInal4B0LSanq1LpQtNh8+Ww6TJkPfvr\nvWPkGSBdwf44RaVLCIF2z+eC0KHo3Yw8sQ/3q5+C7MysUZuR/AxXd61nrRc9+pv9T/HA0Rdn//mF\n7vcXvvAFrrnmGr73ve9x9dVXlxAqH47jcN999/HFL36RBx98kAcffJBDhw6pAxOC97///ezatYtd\nu3Zx3XXXVaxfe691cFxWp6foTtfo4B5Cxs4T083qCkxHL+Lym1XPrA0XKfdr/yTXoXRp0Sainhlc\nrfDi6cwkvcmWoGmxD8t1Mct9uuohXd5D8czwUQAGs1N87JkH6qqcsGRlz8IwYoZJyozNSpyiusGx\nmdEKF3Ff+TLOQB6OSlJ0ag/QHpJmhLSdV55XVVTQZrNYvVgIkV7Vd7I66bK8Po9d8eaS82JoGu9c\ndwl7J05XrOOTFbtO+f/o9Gh124QqUPfJ7EpXT7ylQunKOVaFUhjRjRJJ3Ampr4rcFZdNRWLsHjvJ\np5/9dvD9QjCQnaLJjAYNmWtiOcKLPtKTSCuPrmmkfAdxTSOmh2xCzoDS5c+UN6Q6mbZyQYuq8Llt\n8iw8OsoGHindCi+jEuQzSumKJVUC8vqLwLaIexO0xwcP8fjg4drr/zyiEDIsXQr44WvHQuhK6aL/\nVVi5sXzB+SXS+8suMq9Lnjqo7gtUqozalcWEF2OlDgAAU6Nob30f2o2/Anser75eGG5ZIv1Sky7d\n8MKL+WB8F2FBZv125OHd6v+tlf1ew8jaFptbViCEIK6bONJlTdPsnTMWfHYfeeQR7rrrLgDuuusu\nfvjDH1Yss3v3btasWUNfXx+mabJz504efvjh4PuFOpZLTUdIl4/v/Sl3PFv5u+WYms2jK5dBXHYT\noneT+nvVluJDVwfpiiZSRGwL6bq1la7MJL2JloqwkN8X0Ee9Pl3+wD+Wz7A51cXusZPkHLsuDynb\nnZ10AVzVtT5IGq+GqG6SsS1Wl91cAek6Q0oXMKfSlTSizFh58m6l0ejn3/ReUqG8OivUizBumEGF\naTkszxqjI5bkc9f+Mrf2XcB9V7yd+654Oz2JVNUQok94/uHQT+s6vtmKG8qh7qPZc7p6E0XStW9i\ngP70uEqkNyrz8Ao1uiRoCOyQp1mL91yczqqJzkJJV9a2aDIj/Ictb+CD511be8HlqF4MY+QkhtCQ\n/nEJUeqbFjZXXGKsb+pgLJfhr/YqxT8cZo4ZJlHdYENzqQu3fOwbyCe/WX2DZhSmRpFTo4iUKnAR\nQiDauunylNmlLnZ5XSCfLeY2LQX0sNJlBj5Pom9z6XLzVLr8ZetSjmbDwBFEz/rivsKSWkbIXFo9\nx7EmFaazrdJ0niqQZeFFmV1qpcvLzbTyVX23xLptcPhFQKC979OzbirnWEGuZdwwkcAvrL9s9p9f\n2F7D6OgonZ3qJdDZ2cnoaGWC5uDgICtXFvM1uru7GRws9r37u7/7O+644w4+8YlP1AxPVt9rPbDz\nL9TR/HWmhumklFLJ7+ELakZLrf/nmI3HI1HyuipFrRUJ8UlXpdLlYIoiAarXMsJXIsbzGTakOoN1\nyivMqqFQB+n6hQ2X0h6tfZP7ClJfsjQB2g8vnhmlyyddsw8UTV5OV8Gxq+b7GZoWEImCUzwXfguk\naii4TpATBnDX+kvoijdjanqgwJUjnJ9Tz+TCV9LqgbpPivdReXXheD5DTyIVtJz6Xy89wvf7XyFb\nTenSjJKKGztU3KEJUULky5vFLzSnS1XimWxt7ebyFWtqL7gc1Ys+jAhy+ASGpuGfDbeCdBnFWfgS\nocmMcuWKtaxPdfCz0ROsb+7kdy99W0BwQYVjb+zdWjGpk4PHkC/9W0lrGXfvk2ogTjSDpiOf+75q\n3eJBtPXQ7ZGuWt0Pfp4gpSx9Pgth76wlgB+SdiyllCZbYNOlqsdfGAupXoRFKV1yZkKNdb5djk/C\nF1MEFSnz6cpOQyKlCL8QsOlSyMwx1vvv4ZDSJeZhDDwn/MbXdqE66QoqFGWpAlYFqv+weo5ieoS2\nSIKtrd2zrjPrU/f+97+fkZHKxMvf+q3fKt1J/4SWYbZY6Hve8x5+4zdULtWf/umf8pnPfIb//t//\ne8Vy/f393H///cHfO3bsoLu9h4znnyFX104K96ELrfqszsrDqq2lJ1Y3YOUmFTO3C9DeO+u2m8wo\nhdXnqRYCaGxpKZUjpZQkjQgrE61qPzzS4EgXKUvVAoGoafrp43R6kt5EK/snhxjLZ3jzyi0cnR5h\nNJ8hXYfStTrZNmeIbi60ey+l1ckypUvX2dLSRXt0CR8QDz7pmSuRvi2aoCvWTN51qg4qSSNCn7ff\nlmsH1yuuRxipYnwHilzWIqopM1a1WfOUlWNdcwcJ3fQsJ2Yf4MY9V+N6sCrZUkLOf3hyH/3pcXau\n2Y6UknXNHTR7PSoBtrR0YQidnG1VTD664k0lxqTNZixoyaMJQbMZZUtLF/snh0gYZnC+9k8OLbhC\n1dBqPI/lcN2lDfXUgHjHPSppdug46zdux+xeB6OncRBsbekioulIKRG6iYwkVLn5wZ+hba3e7LgW\npGOr1kah5y9hRHhTz6YgN3VH1zo6Y03kHYu/2vsoH7rgOlqjcSarqQMTg9DWjfv9L6P/0m+r3xg4\noiaRjgM961XV17ptxXXWnM/W4WM8gyLc5e+rnze43/7fiFWbEJfdpHzNVm2ubIS8GDS3Q+u0p3QZ\niGQL+h0fqbLgPJ8lKRVJWszzMXgULnxT8TnWDejbqpSghSKaKGkKjgS8tluAuifn6s3oEyw/gmBG\nl1bpavdsO2ooXfNBV6yJtkiCp59+mse+/02khPufOUF/f3/NdWY9u1/+8pdrftfR0cHw8DArVqxg\naGiI9vZKstDd3c3p08V8l4GBAbq7u4P1ffziL/4iH/pQ9RYLfX193HNPqd3/3p98DdebcU6NnqSj\n2oohjObT1St/Rk5CrtQmQAgBg0fALiBPHUJsnd2FOKLpTJ06SNKx0IRgf1k7mbxjc2ByiKQZwRBa\nUJ5ve/lc4YFLF4LD00WS+8jJV1mVbC1hzp996eEg+XYgM0lLJMZ7N13J14+8UBfp2j85WJEQPl/Y\n0qXJiJbMxkGdi/2TQ1zTvWFR268GU9OJakZ15/KSfTB4afwU29p6K6orQalWfnucgutw0mti3BVv\nDnLkyrF/cqhmlayDy+GpyomJ33bqZHqCyUKWFbMQKsd1eX7kBL+65epZj83HUHa6RIncPznENm9y\n4EiXQ1MjxA3VJNyVkv2TQ/TEU2Qdq+KcZGyL/lDV5kh+hmlvgBcIDk4NB/e0KfSS+3uhBRPD2Zn6\niL+UZ8QXqxzaxkuQ0Tjuo//CyKr1TA8coRtl4zGQnWb/5JAXRtBhZgzGBpCP/B3Mk3S53/4rGDyG\n/sE/Dj57augIO9dsC/K2/LzF37vi7fzWE/+MI10GMtNVi4Ao5JXZ5iN/j3QdOHkATh0EJLgOYv12\n5PM/KKZOAOQypE8fhjWbGc9nSt43P5c48CxyehQuu0lZEwydWFq7m1waRvoVEZltojHfhtfShWQK\n2V9fG7yqmxg+gQi/T3VD5ZstBroJx/bgfvdLiOvfDekJGCtGt+h/FVIdsKJP7cPgUdzHvo7+rv9S\nXGZ6VO2LP9EYPg7VerMuECKZwh04rKJliyTYByaHubZnE1dddRWJzX1k7AJXda0vEYrKsWDt/oYb\nbuCBBx4AYNeuXbz1rW+tWGbbtm0cO3aM/v5+CoUCDz30EDfeeCMAQ0PFl/cPf/hDtmyp7oNRfa/1\ngC1bNU7afc8/xGMDykoh79gVLTTk4Rdxv/4niA1VmmZGYsgju5VHx9ZKB9qSXREajqaRL+Sq5mPl\n3aKTtAptFfOJytWT8pyul8dP8cJo0QR1spDFli5bWxQJS9sFWqMJehItKhG8jgrGesKLc6E30cId\n6y6qbMLsXYt6igHmi4im1zVQx3QD23XJ2IWq6lK48q8Qyula09ROf3q8anh3tnNWy5tlysrTbMZI\nRWJz+niN5tO0ROJ1X5dwlat/zcOJ+4bQlBWEYwdqV961cVy34jciulFSvei4RZ+u8vCiv+7bVl/I\nhubO+VsYePDDi3NCVnGFP1NoWQHTY8R0g7j/sp8aDc5r1raKRqpWDrIzc+amVKB/f0W1WdrrdZnw\nSJcfPjc1nVQkxng+gyOd6iF7x0KcfzUIDbnnCdx//iMYOoYcOq5I10VvRv/Qn5WuE41xw4o1bGnp\nCvz9Fppb+7qB/0zksxBd2k4aQtNVo+aXfjI7qRLz9OmSUuUbL8aYOZeGRCgq4T/Piwnp6wa4LnLv\nE8gjLyFPHijJkRPJFmTI5kK+/DgcU91g5MkDyOP7VAFIU3tp9WJ8CZWujl417nevWzTBDpsWb29f\nxVVd6+dcZ8Fn94Mf/CBPPPEEt9xyC0899RQf/OAHAZXH5f/fMAzuvfde7r77bnbu3Mltt93Gxo2q\nauOP//iPefvb384dd9zBM888w8c//vH6f1zTaPKMLLUaN11/eoKvHngGR7reLLV0gJD9+xE7bkO7\n5h2VK7d2Ib/3ZbS3vKckFFALrtBwvNYzUNrqJ/zbMb3YYNhynYpqyvBgum9igD3jpzkSMjOcKuRo\niyT46EU3BrYPxZ6Us1e0PTd8nC+88phH9haXJ5M0o1y/cnPF577yMbyErXF8mJoxZxI9KKUyqhvs\nmxismpemUcyHslw7OH9JM0KTGWMoW5lvEE64r7ZfhSp5PtNWjuZIlPZokrEaYUsfGbvA+bW8qqog\nXL3ou8+/5FlT2J65aVRTpCvr3W9ThRxxw6x4yZhl/cIcWbSM0IVWkpvm368tkRhv6d2yYHKdsQv1\nhxeXK5HeUJWJa4dPssLrjWcnW4I2SBmnUEykD0jZPFWiKu1ReuJNNJnRYEIRPi8tkTgT+axHpEvv\nPyllMSclEkU+/o3il8Mn1H5Wu2fNGLpVUIUW3n27HP1ez2r4z8RSVy5C0Z5gcmTunoTzTaTXDbAX\nkWOYz5Qe7xJYRgghgpCd3P1j5JPfVDYZPno2QMhxQIbGN3lsD/LAczA1Bp29xUT6gaOI9vrfj3Pu\no6aj3fBe9Pf+7oK3MWPlKDg2Oceet2nxgrW11tZWvvKVr1R83t3dXWIfcf3113P99ddXLPeHf/iH\nC/1p0HRaMqrxrF6lmig8c58sZFWym1Z2YqZHYUUVlQsQnauhuUO1BagDrqaR9x6omG5ScG3imiII\nYb+o1micCS9ObVchP2EVZtAjLv3piUAVK7h2kNtUnvStnLRn8W4qZHhu5DiCM+Oj5eO9G6/k/EW2\na6gGU9OJ1+kW7UgXiayorgTPzd0bSC2nlEytaWrj2MwYPSEpW0qJXYUgh/fLquLdNG3l6Iw14biS\n0fzspEsNqvXPuMLVi+OFNEkjwkGvubVPmnRNQxMiUNnG85mqSqEhtBKHflu6QaFEkxll1Eu6NjU9\nIKhR3awoCpkPxvMZNtWTS7ScifS6Cbk01z79EMcTzXzmwh38/pYrkJ4ZbMa2VIhjZqKYmD41Cp19\n8/4pKSVCCKR0ufvlp3Cau9Cq5KYaQseVbkCkS+D1yBOa7rVdyaLd/iEVwhRCDVhV7lkRieEWckHe\nHqhJxVxh+9c1/PdhPre0lYugrsHkMCRbEDe+b459mGcivREpFn3VCXfP44hYErHxEmQ+ixYNk64l\nSKQH1cMwmVKqrnRLz2ksqZqxV4NtITOTYBUQXWuQx19BTo1CZlKRtWWE9suzi0D/9ekH2NbWS76s\nn21d217Mjr1m0A1SVp6heLIq6RrITrEynqI30cJEPkvesYiWlcqHS6nLIa7/JcTb7q57dxxNJ5tX\nfQEjml7ij1QIMeGWSJwpj3RZrltSuQilpCthROiKN9Mdb6bfa7cSVlzKw0RzuZTbrsPFHX1sbe1e\n8hY9YVzfu7nuhPD5IKLpFW7qtTBbVV3YC031/StibVM7x2ZKq4Es1/Eae1ffZkSv3lnetynpiCUZ\nnRo22s0AACAASURBVEPpslyH03NV9ISgh8LQY7kMF7StDNQppaCq/0d1g9NeztpAdor1ZZYDoO6j\nkn6gofBiKhJDIrl+5WY+e/W7gklCezSBLrQSO4n5YDSfpmOW6lhQxsTLahkRenEOewORI1V/CA1B\n1i4gVvQhh/uR3gRLLtTd/eR+AOyZSeh/Fd1rjfIfz3sj65o61GBzbE9wr9quWxletAsl+wyAb/Oy\n0hugqhlHez5KYdK10Ov4uoH/Ll3qykVQ12D0FLT1zP3ena/SZZjztjCR3/sy7r/er0J85cpeqP3X\nYqD96u8hVm5Uk5JESvV19CCkVMQqWDh0jzqWqmzMTEFbFxSyyCO7Eeu2l+aeLQNE76bSXMgyuFKy\nZ/w0LnLeFknnJOnyL8BQcztGFZXhZHqCvqY2uuLNjOczZOwCSd1ULQ98TI2phL5q2zdMxDxOpCs0\ncoUsa/M5evNZ/uzlHzGcVUpcLqx0RYpK17GZUZrLZlUaRULgSpd1Te0q12hG5V6E88DevHILF4ZC\nUnN5fNmuy6pEC/95+411H9fZBNX7sF7SVfvaaSG7hedHTxTdxoHueKqigtFvdl0Lfk6XlJKfDh0N\nSLPqgBCjI5qcW+mS8wv5hsPQY/k0K2JNwX3juG6gykV1gyPTo6zzKmIval9VsS1D00pIo8pzU/dr\ns+dtlzQiRHQDXWh0xprYlFqBqeklYfR6kbULnExP0jNLaw3nq5/G/YsPq5DMMpEuEXr5j3l5PbZ0\nVfWxGVE5XZ19MHJi4eFFDzI9iXRdCsNevqa3vStXrEXXNNx/+WPcr3/WU2Vd5edXfh48h3Nv79U/\n3gAqfFWg2rmLxMDK0ZdsZX1zB62RONZS9O87l+E9e7KQKw2FLQW8iWKFRUQ5FmIZsQDSxXqvknVi\nyMthC5HMJWrfJnRDhQkBce27EG+4o/hlMlUSXvSfOylddU+npyCfRTR3qOfixD5Ye8GS7NdSImXG\ncKRLTK9M2ZgL5yTpQqhBYaKlE72KynAyPUFvopWLczn2Tw4xUcjSMzGMu0sllUrHVv5cyaWpiHA0\njbyd59ee/xH3PPcIWccKmiHnHZuYN4i1RFTp94yV4+tHXuBd6y8t2Y4mNKTXe9GVEk1oxHUzyL0I\n+0q9c/0l/Oa2twTrzmWYqfo8Ln1PxOXC5pYuLu+cxdMpBG1W0qXURJ8whM9JKhKrMDoteH0XZ/ut\niKZzMjPBF199IsiBmrbypCJK6Zorp8ty3TmtQsqPwQlIV4bOWBMSiSulus7CV7pMDk+NsLa5A4Eo\nIek+DKGXhAmVv5k6J76hsJ9LJ4TgD668A0PTPaVr/oP1YHaajliCthqKgrQtGD2F9iuf8g52+V9R\n31mpkmEdVyKRJIyoysVsblchkEf+Xu3rQpWuXBoOPk9s15+RXbeteogoEgvItRNqzRTALlQmPnt/\ni82XIy56c/XBIJqAXIakGeW/XXJLRU7fzyWCRPrM0ud0Jb3JRdvs3k3zT6T3wovzJV35LCRbkNNj\nitSUJLnXngjNF9ptKq9bROOqG4KPVKcKF3qQ/r1nFRTpykyq65DqgHwGmZlGzOHw/lrAV4oXUkx0\nTpIu4ec1tXahVXnxn0xPsCrRzFU//if2DxxmIp+ldXq8OEOdHlcx9iUiIa6m4dgWtq4jgK0t3Ux5\nv1Vw7UApUaQro2b68RTrmkuVNl0IHK/viiMluhAlL8XZErrnDi9WeXGfQ1jd1MYlnauRMxOqImYW\nzBVedKUMFMdw659w+NdHIZRsXwupSIxXxgfU8p7yOl1QvT59pWu2CjHbrVGdVgOm0LE8Ij6WT9Me\nTQbXP2xuGtUNTqYnuKSjj9vXbCNZxXYgXFGrjrfoKeYrXVVzwRaY0xV2vA9DWnnk9Lh64caS4CfO\nLjMhyKU6yHmpCLZ0kFJVFGadgiIxngeRuGqnCp8sBF7lY2bDRTy27oLqvkVmLCDXedcOrokcO437\nxK5Spcu/35uUWbHoWoP21hr5Q4kUZKaC+9HQ9JKcvp9L+Pdj4QzkdHkTezEX6WK+lhGe39ss105K\niTxRZgGRS0PnajUGOmG1FNh8Odrt1a2b5o3129W/5Xm4sQRMjeL8tZczFRihZtX/CzkliDS3q2sx\nfKIYNj+LYEuXjmhyQV0dzs1RWNMoaBqypROtyov/VGaSvojKGWl1HU5mJkhOjaoXFagk+ub6lYW5\n4Aod2y5Q8G6wVCQWKB7hQSZpRCg4DlOFbNVQmaFpZc2YNW9w8xzUZzHZnDO8WKvs/CyEu+cx5IHn\nq3/3zb/E/afPzLr+bFWOujeQTVmKXH34gmLPz5ZInGkrXzIIzUZ0faQi8SAnq+DaOFJZViTNKDHD\nxNR0ZmapXLJcJwhH14O4odowQVFR86tXnx85HhDKqGYgkWxMreD2tdurbit8f/n77yfS65pG0ohW\nNaSdj9K1b2IgGOTVZKIK6TrwHO4jfx/0WRO6gdj569A8lwvf0iLsYee4qiAjaUSDFlHCS5wX2960\n8GbDuTQ4FpYZ44SVnUXpUs/0eD5La0QNPHLf08invqUGJ+8dIjZdCuu2I+LN6B/90uzH55MK7/1k\nalojvOi/F62lJ13CV87mUmvmm0fl1qF0ZaZw/7msYC2XRqzoU072fmuiYBc0xJbZfSnrRSBolJFC\n4b+bPXNzHOWVJQ/vViq3v5xuQOcqNQlb6jy7JUDBsbmks+/niHQZEQZiSeLRRIXSlXMs0naBNu/F\nfp43WzfGB4OXm5weUzHjJYKrabi2RcG7gZvMKNPeIBseZIQQtETiDGSnK3zDwMtFkupl70o3pHRV\nWhxUW9dxa6spTpWy87MV8ntfxv3O/6n+5dCxOdf/yIVv5lOX7az6nZ/TNWPlubBtJRd3FKvPTE2n\nJ57ie/2vBJ9Zzty+ZikzFoSTC47NjJUnaUaC694+R16XXcU/azYkjKL1SNprcWVo6vp/t39vQPhj\nukFnrGnWdi9mRXixNIctFYlVVbrMOhSSsXyal8dO8acvPRKYqjpudaWLQg7GB0qa22pbr1z+BNrQ\n4OdIFbJNmpGA5PpqEk1tkJtdwayJXBocm4Im0M1YdaVL04KUAaVmegOPd5+4//gHwYCm7fx19Hf+\nVuU2aiGRghFlMdIILxZzhHGcJctrCkN7z+9A11ypEWJ+ifR4jvT5DM5naxR9+QUffp9GKdW9t2K1\nCi/63nOvJRwLseM25PM/qJh8CP+en6Po5rWA5Tq8oWsDv7J5x7zXPSdJV66zj7/afBFN0XiF0jVj\n5UmZMYStbri1g8fRXBdt7HRRypwarZlEvxC4mo5jWzi+H5dmBrYVjuuWVL6lIjEGs1NVGbIQAlNX\n1WSOl9NllIUXZyVdsygPlqxSAXW2Qmi1S6FdZ84XRVs0QW+NfD0NZRkxY+VJGpXhtqu713Mg5Lpe\nj5lsKhILqgTzrh0k0fsIErFrwJJOSTXZXEh6pEtKSdoukDQi3vUvHTyjukFvWX/MchiaXlK9lndL\ne1a+eeXmih6bMPf9BvDU4FG+fuRnSOBHp1TFnuNNJipg5dXsNzO1tC0//n/23jxMjrO8Fj/fV1W9\n9/T0zPQsmtG+y7IkG9kSwtjGGMRmG8XB7OEqJAZCAOMk3NjkhvxCLpebEH4OTlgUEkNCCAQMJsYY\ng/GC992SZcmSJY2W0exrT++1fPePr6q6qru6p7eZ7hn3eR49mumurqne6nvrvOc9p0xYj0xhKhj4\n6234nUGfbCSCyJmGdH7Y+VxgyRigyEgwhjUdy50/6/p5YzaTgkSF7EXazBjI1R/mV/+tlUX4kFUX\ngJ3gTLJImkWX2V7UVOeJz2p337NmbrF1uYHXmpY/vZoLQyphvL9KhsdCtXbyZAVVnnsfVYB+4C+A\n1duKb6QqICu38uM4e9R+n3Ger7FhbbXQGMOszH0Pe+c4vzphkazCdlBBxIzLg6DbbzJdxgLAWQY3\nv3J2+xAZH8QVowNAKpFtL0YngJYathcphabK0PTF2SUIpvg9V8PS6vJhOBEt6O3h0hkEzaLpMtuL\najFNFykqpFfL1A3VFW67mJWdf9XebpwjhLwYDE1XXMk4hqCvDXbYXNhLaS+GXB6TCUmrCr784q9s\n97sKGKgaUMr0STKYridG+6ExZgrbc99/lyBi2RzFXG57KaMqNqbrymUb8oKugdI0XSejoxhMzKDd\n7ceR6SEkFR5L5Phc5TSgqWAjZ0DqWHRZj0zV+PSiT3Rzc1QAZNWFwFrd388b4IG+5UJvL8Y0FUGP\nH5Az+YyZXpyOpWI2ew12/lWQnrWgH/2/pli5bHT0mfrWgORGTJnDtHOpg1iZrjqFgJc9vchsETbM\nqfhP6bcZLchUnBfrwTa+BqrVx+AUA+lePTdTrSo8k3K9Q1tTP7+U4ySwEHho8DjiSmbOdaEQGuvZ\nlAiDOfK7fRAYw2B8Bn/06A8A8KIrILmBTBro6MN4pBd7xof4iUZVwMYHwGYnatpeZFSApsimNsAF\nagqqjSlEAyGXB8PJaEHPKRcVkVRls1iz0v8JNVNQr8TNUecS0i+O9mIuncyOPgn26rPZG0o0SXWC\nwdCYn5Mc+CU34koa52JT+MHJZznTNceJqUXKFiUZTYWsqRi1LMZSgaggA7KmYaYMxsSrF13fPf6k\n6ZgukGwRtK4lAgC4omc9LuteW3RfuUJqq2VE0cfNwXRpegYkALS6fQhJHkQzyYJCerMVcuTxujJd\n1GIrozKma7qyTCUJdUC4Ts+CrbjoigGKgqimQhREzq7ksl26pnMsNWu2FpmmcRuN9l4Qjw+k0rBe\n3auLJWfx0XvvMLM2AeDecy8X1YYuSRgslDY/7cUSD6J8ny7r98jJ589IQLAWXR4/n6hMxgCwefVs\nLAT6kS9yHdfxZ/mxCRIQyL84ZEUuVOsJw3C6lPOkExZt0SVRAR7JA8o0TGey8RoxJY2A6NJFkW4o\nogu9yZj5pmr/9gVgYqiEHnvp0KgApsoQ9UXPqyl2potmP9ghl09nT5zfMKPI0hhvL4gk66OUUDKO\nLTHAHgP0wvi5vBOnspjai0EuOmXHn4F25Amw4X6wWDaUuZpkeO4EzgoXXaIbMTmDJ0ZP4cHB45A1\npQQhPae/g5LHbCtbC4vcfEMrVE3DieiomTRQCpwMWQVCIGsKKCH4s+1vAcDzJDs8AaddWB7HiyeD\naclYfOWKQZxDgH0+PmNhyBiC+nCJyjRno1lD1xSbWri8xVy0L7NZVPDpRQafZGkvWuEN6otXmZid\nAnvmF4hqCiKeIG8Tjp+3b6O3F8dTcYSNi5B0AnB5qta5EckDJqe4mBpA3FI43nX6IGbKzZRc7DCL\nrgLRSQt2DGX6dFm/Jw7vGctkiy4WmwZ76h4+pEJo7a0xyoHbB6gKT09QFUAQQXQDVfqez4H+7p/y\n7Rq07R3NJPHO5VsdddmlYJGswnYQEPhFF6gggmrMdsWdVnnANEvFQdw+qPpiRt+WFRvSD/4vkBp5\ndAGc6RIyKUSmeJp65OhTJt2bO60V0hfoQgWQRAUQ3SSV6kzXs+NnkVRkxOXCTJfh6aMxDd88+ghG\ncxYDRXdWXxTQmQ7t598E++W3gfEBnlZvoMr2IgO3FQk4FLBeUYKiqWa0TzEdnQGj6FofiuCxER5x\nscXiieUqIlZ+fvwsXpkewapA6cwrb1fmFl0UGU0FRZlGfYTYJhEzJbRT+d8T8jRkVpyencBqnU2W\nqICg5EFUTs/JdAEAErXP7iwF9L1/DvJ7/x//WW/XazA0dHJeC5B4A1yfVQKYXqAe2XOdyWqlMylE\nPAEeyXLyBfsD9PdyPBVDmzEyn07WZnxeZ7qgX8goUV58GRdqiTKjZRYrWC6jN0+arpJQSeC1dQ1x\nYsrTlvbi0Emw6VHQqz7Ib6viwrVqWNcwvegy7U6WbwRZsVm/rzGLrpHkLDZUqKcEFmnRJRCCgOSG\nIIgQwEBnp/CV5x8GwK/UJSpw2t8bNJcgcxJi7Y6aFlwAwChF38SQuf/Q8WfQPpPNwrMKh0P6FUah\nAsgliFBNTVe2hTOanEVc4VNxTjC2NSJncls/CitvQq6uyC1QWjs5O2DQ5TVok56aHXdkuighiHgC\nGE3xhT9TwvRiSG8vXrNim7lw3bj5MvN+V5H2omAJ3C4G7flfg517xdyfnEO9C7qzfCWFtdUUNpMj\npC8EQ9N1MjqGjz3y/bz7R5Kz6PG14A827sF71+zk2iE5VdgyQk6DXPl+/kudHKiJxw8h2AaJCrq2\n0tB0uRBT0vj4o/9pf4A3UBLTxVQFicOPQCYUx7uWmyxDAHxwhqy7GOwEL7rMwk5Og+ost6npSsdr\nMz7v8gCZNJ9gAxDS47CM9rQ15NwK9asfBTv5YvV/v1FgLOoGY1vP9iIpt72Yy3Tlh6kjZWG65DRI\new+3iwAAVx2LLuu5TpU509W5Mt/upEGZrrFUrKqou0VZdEW8QezqXM11TITAM3IGPr19IxteVskY\n4AvapxtDEZC+DTU/HkYFSPrVIX3nxyF3r4FLFzFqOYuM4WBbSDjtogJm9DaMYMlinM4kkFRkR88k\ngBeij4+cMouFVE4gdlIpP5izblAVPtaugyzfDHj8YEee4CL7GmlOnIouAOjytWBY10iUIqQ34pwC\nkgtr9HxDawtNciiSDKRUGQSYc3qRPfQDaE/dY+4vo+YzXbKmFsyILIaw24/JdMLUdpUi6jeK/EL+\nYmOpWUQ8QVzSuQrL/CGTndMKMl0pkHAXhJv/BXTLnrKfQy3hEUQec8RUMLDCRag3WJqma3oUnvv/\nDQohiMtpwKt7CBqvQ9dKblgan+GffSoAcgai/jk3J2FTNfIsktxcfjE7hfjqC7Hz1RfBxs6Z7eLZ\nIp5yrFJD2EaEZi+6mKrWzDC7fFQgpLd8jxyF9FZNl5y2s1v1ZLpseYtKQTE/vex3+KRuAyGlykgo\nGdM3rxIsyqIr7PbhrX2bQQkvusR4NlbAHPFPzALeAATL51j46JdBX7e35sejCQL86RTOrd7Kcxt9\nLfDoH3jD5NSAETtTyB3eJYhIq4qpfdkZWYnXdazAZDpRNAfQOGFO6V++XIuCmUzSZmPQKGByOv9E\nrip88MFAz2qgtZPneS1bV7MroEJFV7evxTQYTatzO9JLVMA7l3PHdycrEK7pcj7muJzGVcs2lsRC\nGroHXhDYC0+zvVhB0dXm9mEqHS9ZRA/wopIQUtD9P5EzHWowY6rGnB+TStRVQG+Fi4pwUZEL6Zmd\nULC1GEtkugyrGpVSpFTFfJ7GaZsQyp3LE7NcVySIgNsHt/4dNjR2bHoUpBamzoEw13NFx8FWbcXp\nljZgasS0DnHUrxloQKPKimGcR4w2uTa/03xzohqmy1J0sXQS6k//wV50ZXKKriKF9XzDJt6X0wUt\ngEj3atBtVy7MQZWIsWQMEU+govOsgUVZdBmghEAlFJJFZJ3Rhc8sPgPiC2FNb+Gk8FqBURF+JQPF\nOCH5W+DXhY1aTnvR0HIVKrq8gggXFUyGjBKCFYEwJtNxyJpD8K2OmN4SmLEUCwY0piGmpM0svUYC\nO/okF1RaoalZGhwA6VrFT/Yjp0Hae21FFxs4BvW7f1nR3/YX0Mf1eLOs06ycKpq9aODaVdsgEJoX\nYg7w1/+XA0egMg0fe+T7toU7rmTmbC2a8HFRPCEkL0czy3SV/5UOu304MTOGO/tfKElEb0Ak1DyB\najkLRjpHkG8MiORehJhIJRom7sOtM12K7khvdalPWb5XxBsAS5VQdOnFk0Yonhs/i0wgjIGtl+Gl\nTZdkt/H4+VSjceXv9cOrL4wG08r6DwGrtlb9/IiH2wawM0fgbe1CAvzix9AdOrXCmf68yWJhy0uB\n/jwNvd18maOWBEIrmF4koB/7KsiON2c9uQCuf+0/BDZ4kv+u5TNd9LpPg+7/Uo0OvgowVj8dXQUY\nTc5W1VoEFnnRJehMV2D0LAB+4h+Kz/Cr9ZkxoDUCafubQD95+/weiF5IqXrRRSxXqWqOZYRh21Co\nheMRJB4lY3HubnP7MZVOFA2tjutXp0bRlbS0F+NyBl5BKssLasEwMQgM94PpGjgA+UxXuAvE7eUn\njo7erAYDAHvpEWAiZ/KrRBR6Lbstrc3pTLKsUNPLu9fh1h1vs912UTuflD2nx8YYovWUImNWTiEw\nRzHMjKtSCxOU2/IUKNE1XRW0F10+PDHaj0eHT5b1eJFSc4HObWenVbs2jAdrq3nTvNkHxBvGedpt\nbS8yXnT93a598AqSXWQ+x/SiyniyBFQFU+EuPLuWG0X+cvsbcfrCy6BYmT2PzpoZRZfHD7c+0SlR\nkX8GBo6B1KDoAjiLgOQspFAHZEHAqclBKJqGNbPTEGYd4o306UrWoDqbimCwzwZrXNfpRaD86UXK\n9cnBsF1Ir+t6MT3Cn4+i8Hay5TxD2rpLyINcAFCh4Xy4imFUl01Ug8XzbB0gEAKVEPh0P6DpVBxH\npochArzoCkV4ntQ8U+JMX5Q1XasBlw9uVcFkOo5T0XGbhsVgugoJnj2ihKHELDQwk8Jsc/swkYoX\nDUZ++/ItoISYbbEhS5K7qXNrQLDJQSAUATv2TPZGVQExAo9DnVxnoYuP85guXQxcS3R5edElEopz\n8amyrmwESrEypwW0zB/C1nAPzusTmEar8TNP/Agno+M280tHTOsFqSXmKbcdKRIKWa28vWjoudJl\nTAy1unw4M8tbw7kTb2lNsRWrkp4r6jS9yJjGFw13HcfYLWhxeRGQ3FA1Pr1IieU2a1vXGwASs9B+\n8c/QHuQie40xk8n8+ZmX8MDgcUCRkRRFjK6/2Nwm97tssmbWoiuTxof7j8A7cAw4/yoQWV4749ge\n3b8tEIYiiHhu+CRkTcWfvvIctj71C9umTE5De+Jn/JdiWX+LDZqa//9iEdJrFk2X22tnulKJbJs0\nslxnujJVTX3XGmT3tfyHBl2XCmHstc50EfCia7q1EyohOD2rL06xacATqNw8sEwwIw9NXzyp2wuX\nKuPZsbM4F5+ysQfSHJouryAhpco6Q2YUXTrTpWkFHxeQPLiofTlmMklsau3CS5NZ9kdhhR9Xd0wM\ngey+BuzY0wB0Qej4AJ+w6ugDNTLl3F4urvcF7ZquVOFMw2IoZE4LcNuI/Rtfjx5fCFPphFmEVQOX\nIJqh11Z3+qHETDZXrxCmhvn/FufwPKaLUGR0n65y0ebxm9fY5Tx6R3sfDk/xDL90zmKcVhVboW+0\n6xynF+U0n2BqkBPwxzdfho2tXVCYvb0okhwXfo+f5y++8iTYqUMAgC88ezf+69RzAIB4OoHh2BSg\nKkgD5sla1bR8s2K3F0inTJdw4gnAJafQlUzA/cTdYPFpkBpGl5GeNYDbB+LyQKYCXJoK0s+fA8nR\ng7LHfwacOgiy4ZIlWnRZphfr1uoq93tr0XS5vHZN16mDXPvaux4kshzaM/eCRcdrHuZdDeie64DV\nF9Y/+7FMzGRSaK3S46xBV+LSQHRN15lwFxRC8L1XHgcAaDMjQGtkwY6D6W0U5tU1N24vPIqCKT3k\n2MZ06T8Xay+2uDxcC6ZvE3J7EZVT0OA8bm+g3ePHUGIGff4wJtMJU2dTrFirJ5icAZKzIJt3A4lZ\nsIlBsDMv8zsFEfQDf5GlwN1eoK1H1z5YFj59yrCctse6lgj+5pJrim6zu3M13IIIkVC010Br5KKi\nGbeSGwkUnoPpYtOjAKFgz/0KTG9R5jKXVWm6LJM45ThUd3lbMK4Xvbk+ZLmaLtGi6cr7DGusqpSB\nWoMSajruM5Z17c5LfZDcWUGybug7morht0MnAABvffjH2P3UL8BUGSnANKqNKel8s2LJw1tAmRTf\nr8cPl5yGxFTQ6BjQfxgoYIxcESLLQd/7PwEAqiDCpakQhk8jLoiQc3VbkhvkdXs5s7ckiy4V2r3/\nDAydqjPT5TyVzVQFLDe71TK9SNw+2/QiO/QQcO4VCO/9c5A3f4g/p9OHQeYwSl5oELd/Uem5ACCp\nZqp2Aah4JZ6ensb+/fuxd+9e/P7v/z6iUYcYAgC33HIL9uzZg2uuuaaix88FhVIcCoagEgpNPyFc\nJHp4qOdCwfjg6EWX4Dbai3x6xC6kN5gu5w+bV5SQVmWci02hQ1+MBULR4vLYhMtOuLhjOdKqAr/o\ngleQTH2XaingGgXa43cBQyc5I0kFkA07eYvRcFYWRJtol7T1gKzcwl9rVYX20m85u5DWx+jLiNH5\ns+1vmVNHBXBtT6c3WFEhkwsXFbJMl6qafl5eQZr7Szw1zLVsgOm9k9teFHR9lVD2FTOf4jT2V86j\nrTS7VXytaFwLZS30JUqzmq7cz7CmzGvwbiUwYpXymC6rIazoyhYh+vFfPDlivrfh2DR6pkYxHJ1A\nAsCalg7s3/h6TKeTvL1o/Vy59AIuMcMZXY8fUjoFSdOAyHKwsXM1fY0IISC6blJ0eeDSNLgmzuPx\nyDKQ3AsYTeVDDoLI36ulAuN5puJgR5/kP9c1Bsj5HnbvP0P7pz+Gds+3sjdqVqbLY28vCiLo7/4J\n36sgZqUavuraYjWHx7/omK6kIhc0KC8VFa8mBw4cwJ49e3Dfffdh9+7dOHDggON2119/Pb797W9X\n/Pg5j2PT6/Csyw2FEEhMw5W+MLxHn+KGmgsFQzBsLEIuL9yqgim96JItVzCmpstJTAyuk7n//DGo\nTMPalixb1+b2FRR+G1gVaEeHxw+XIKLDE8C4PlmlsMJTj/UCe/JuaE/93CxUydrtYIcfAXvkx6Dv\nuyVvNJ6s2Q66613cGJWpYL/+LrS7/gFo6eBFV6b0oqtUuKlYk9YikN9eNNpU7SVodNjUCEi4m/+i\nC9bzii5CoGhqRVlqhBCEdcq8nPakteiy+pBldGsT67GIREBaVXB0ahiR3CvudLLhTr4Gq2W1jBCo\nANXSXiSEZHUyigyWiuMPTh5Gq2UbUVNx/7nDSAMISm6s8LdhOpN0YLp40cUSURBfC+ANQMwkWKzJ\nNAAAIABJREFUIWkaSGsXL7zniQ3c3bsJLlWFb2II/f5QviWL4R0miEuP6Wpp53mWRuutAWOA2Mw4\nNzh99TnLjUU0XaILiFhi7vRzLKrUItUcRiG/iJBQMkWlKaWg4pX4gQcewL59+wAA+/btw/333++4\n3c6dO9HSkr9wlfr4uTDr8UMURCiUws2Aqw/+Fhg+BYQWrr0IUYBMCKj+xaUuN9xa1h1+Op11CzZa\nK6QApxB2+5BQMnhj9zrbotXm9s9ZOBFC8K4VF5rFl1F0qZpmOp83Asz4jfGB7EReey8QmwK5+GqQ\nZUVsPijVNRj6axOK8IVPrn10iVsQ0VWjE5Wbijamy5hgDBfRczHGoN71NWB6lC8OgMno5fppGT5d\nlUY9zdXidEJAcpu2G9YcRsUhOkmiAg5OnodXlLAzstK+I1UGxMY6+RrtRQ3MjFYSLXFJJlwezkyp\nMjDJUyk6LK0gkTHOVokSKKEIu70YSUbxq4Gj9osoyc29lKKTJtMVAUGAkCzLOU9soN8bRJ+cgcY0\nyMEwqKbib56/F3HjO2UIzAWRT8ItcmjP3Av1Gzdx/ZyvhRc8RkFbrzZ3MSG9wVBparbNaPXpsjD9\njGm8ALMOpRgapIZkuhrrez8Xkmr1JuMVF10TExPo6ODu2x0dHZiYKM+puNrHGxD02Ja2TBo39x9F\n2/QoACxse5GKiIsuiMYHiAqgujeWR3BmS1iBq5pWlxfb2nrx+q7VttvDbl9JgdWv71qDdaFIDtPV\nYJqueJSf3ERXtujSbRrI9quKP5YK+pU4f/1IKML3Mw95cVvblmFbe29N9uUSBJumy2C62ooVO6oC\nnDrIdWvG65Qxii6+YL+1j+eUVeNIDwARb9YDzID2wPfnnA412C7ZwoDIWr61iVGE7elak8/GUbEh\nma6YnM7TdNmE9ADXWbX1cKZLjwJr04sV2ZASaBqI/vys5rlWfRiRPGCvPgt28EGQDTtBPH74FBlu\nxllevqP5KQiIx4dVM+M46w1gTbgbRFMxnIwibdiAWIuuJdBeZOde4UkCyVluWbDjzUAiyrM3F1AL\n7HBkjrcSPcMUHn9WfmHNXnR5s0aouibQyVl/oQbLSsYiay8mlQwUTYO7ymMuWmbu378f4+Pjebff\ndNNNtt+J7k5dKYo9fmBgALffnvXZuvTSS7Fr1y7z93UtnVimZymGohNA30Z+xwIWXS2hCGKiBMko\nbEQXBMYQEN34+9dfn7f9hlBnwYsalyDi41vemMdYtLn9c7YXrejwBHB8hhegbio2lqZLyQChCOjV\nH86aLhKSn73lBCoAPeuAAZ5DiL71/IpvHhyW8xiZKuCiIiZTcWwIdYISYmqD1rV0FH6QpmY/z/oC\nzQQJBICk6wj3reILskApkrKMVRU6lr93zevw6PBJrAl2gM2MQ/vhl4HYFNC3ASTYBnb2FSDSB+K1\ntwa3tfXyWCJLS4oA2e+CDoPR6/O15v9xY0FvIGwNL8M9Z15CpzdoXrCIhOYnDizfCNLWw1vjk4NA\n30asD3ZAPX0Ykv7+9XT0QNELMkIINoQ6cXxm1D7x6XJzq5Q3fQCkezXY8Gk+mdu9KstyzlfBo38G\nxyQXLuhaC1f3ashalo1FqINrKXWn/EWPth7g9GFod38d2P4mkEvfAXb2CL+9XihmjtrRC3L5DWDP\n/Yob6PqC+vnA0HS5ASXDTV4VGVhp93IjO94EckF9o7WcQNw+sJ419T6MkvHs2Fm8ffkFjhe2Tz31\nFJ5++mnz94GBgYL7KXqmu+OOOwre197ejrGxMUQiEYyOjqKtrbyTfamP7+vrw6c+9amC+zkdm7C3\ngOIzQPuy2vnZlIBB0YWH+tbi3ZaiiDJmhlvnYjqdKMpwOLWI2ty+vIWsGDo8ATw+cgoAEJVTjcV0\nzYwD3gBI7/qyZd+EUsBtMfkTXXy6bx7ai7VEi8uDHl8Iff4wTkXH0a2znxtbuws/SFOBgWP8ZyMz\n9PxxYPWFFuG7zsLo7cXJuEPwrQWMMbBffhtk17uyAltkpyFPz06AnTnMCy4AmDgP7agCdu8/g2y7\nMi8LbXWwAy9MnLNNLyZVOe8CwWDEvE5eQdGxhhPSByQ39q3egW8dfRSazkCIhGImkzQ98Hp8Id5S\nbOtBOp0AGRvA8OQgZMow7G9FNwAMHMPrB45hYte7zH0bF0MZa9FlsBCGw73HzxnO0bNZnVHGOYi6\nahhMni8IxjRoA8eBto4sEzcxCPRu4IykXjwuRjBFhvbf/wicPsxvIBSYHASRXBDef2t9D65Y9OLE\nIC8I49PQvvMXEG7+FzBVMS1WCKG6mD7F24zj5+y7pkJjFsvdq0HKGICqJ1Sm4YHBY2ZnIRe7du2y\nkUFWoigXFa/EV111FX76058CAO666y5cffXVC/p4AwKhZmsEAOALQrj2kxXtq2K43Tjc2pFt/1EK\nAQyhAr4oX7zk2tKjX3T0+lvRFwiXvH1Acpsu9Y1mGcGSsyBV6AuE6z4F+ik9OijUwTVd89BerCUu\n7liBWy96G1YEwhhLxfBXz/Hw6kKFOQC7oFnXKLLDj4IpMlxUBEGWIRYIhawqczvKv/osn9Qad3bx\nJ4RkzVgBsCf+G+yX+iCMnF30tZ9/A9rz92NzuBvrQ522okvW1LyiixKC2/fc4HyxoRQOva0nDFbL\neEUFSnF8ZhR/9dw9+PrLDwMA6OU3IL3qAiQzSWByEOfauuFPJZHOef4d7cvMn790yXUAcrzNDAbN\neB2CYV74EkvLdx6GRQCYretASweoIJrTi2bRZcTjuD3zdwwLgfgMMHYO9D1/BgCg7/40yAWX1fmg\nDBSpupxCoVXFHsnk8gKZBNcWLpKWHfGHQLe8vt6HURJGElHE5DQu7VxV9b4qXolvvPFGPP7449i7\ndy+efPJJ3HjjjfzgRkbMnwHg5ptvxvve9z709/fjiiuuwJ133ln08eWCa7qC+OutuzHRtbIuFb3B\nTJniYSpAYAz+GvbQOzwB/MGmN5S8vaiP6AMNaBmRjGUnaioEkVwg7/wYZzVFF1iDF12UEFBCEJDc\nXBtQwJPHBos7PNmyB/Qz3wI6+sBOPA8XFWw0t0BISYHX2rO/AkIdjpmBb1q2AVf3bjK9z0zo7uXM\nwiay48+CHXsKAG+dWr3HuJA+//NWMBXB5W7IhSKXTRQJxUNDxwEA7foEJlm2FqrbC5+iQEjMItHZ\nh4CcgqJkMNiWZTGtxq/tHj92tPdhhzXqyrjfYC8EkUcDGS2nvo0gK2sTAZQHveha3tIBKkgQdN2a\nqV/TFEAQQDwlZk02KhJRIBAGWb4J9JP/CLJyC+imXXM/biFQTEivyoAogWy/EjDacapsL8QMg1RF\nbjjWeCngfHwaa1o6Kh5UsqLiy8vW1lZ85zvfybu9q6vLZv/w1a9+tazHl4u39m3GymAbLr/gjQie\nOAiSmK16n+XCOt3Eb6AQGEM95wUlIpgnTcXJkLKeyCRrUhzTjZcCAJjkmhdN13zATUVbaHJRWHVS\nhHDvsu5VwMw4pO4VtgLLKLJzneqtYIwBU0MgGy51zAx839qdAAD1qV8AyzcB57hujoS7wAZP5Ldw\ndWF3i+TBcDKKH558Dm/t24yZTKqszxvT1IYMUjaLLouQHuBO/DHL502mIrxMw4zbj5A/DEHVoCoZ\nyFYWs8uuD/zElsvtf8x4/tbi0+0x243CDZ+rxVNyBBFEkHfciHDveiSUDKi++BtMF1NVUCrwC6Vk\nZQkQDYHkrDnBRxokciqLYkUXZ7rI+p1gk0Y6RQ775daLLsYakjVe7DifmEGv30GPWgEaaCWuDJd1\nr4NHkPDm3k3wXHg5yNY3LvgxGAuMaJ6kKTQAYgVGlbWC4QAO6O3FRmK6MqnaRlKIi6focgliniN9\nQZhFl+VzJLoAJQ1JyGW6qM50FXmfjcikcBdQ4OKEjZ0D+l/iRrSBMOhHvpgNylVyXmO9QGh1+zCd\nTuCBwWM4NHkeB1551NQtlYToZEMuFC4HpmtloA2/u/oi04MP4AbNx4OtOOf2oN3fCkFToSpy1jQ5\nEAYpNjABmK8lqZNDN920CyTYBiqIEPViSzWKAGN60RsAhk/ZGM9GA4vPFL7P8EBrRBTz6TL0W6LF\nGie35Wh4dalNpms+MBifRq/TEFAFaKCVuHqQth6Q5RsX/O8ai5+1sFEJqZxGrAEkmnXPVlnl/k3z\ngkzSlnhfNTz+7Mh0g8MjiHk5hQVhFF3WlqHkBuQMXFQ0GVYgaxlRVNOVinODRJenYJHKjnMDRrLh\nUtAr3wfSvoy3/4D8tmMmCXb2FVzw469iKsNf/0L+c0WRTjRM2LUVBtNl+Bh7BAlbw8vQ5vZjJpM0\n2/eypuG2jRfj6+u3I+JvhcA0qKqcbSmqstPu7XBiuupw0SYIEkTGAMayRrAaz4OEPiUOPaOx0cAY\ng/atm8GS9gsK7dGf8GIsMdt4BqEGCIozXVS0a1dziivi0qOAVKUhW/WLHecT0zVjuhrv8nIRwmg7\nSJZoH5VQiFXYaFQLkQpIqQqeGT2NhJKx5eDVHZlUbRdZbwAYO8ftJ/oPgay7uHb7rjHcgoS0qmBz\nazcu615bfGN9Ubext7oRbL6mixddRa1blAy/Wja9zhwQmwR5y0e4X5HhWWSwkjM59jGDJ6D9+O8g\nApjQ44kKBC0Uh+QGfKEKHji/yNV0vXPFVm5tQila3V5MpOPo8rbwixv9dW/xBDGrqTg4ega7jfci\nNzfPCTmarnpBEAQohEBgLCuk15ku4vKCXHgFH4Sp61EWgDEJl0rYiiv29D38gkOUgDKGkRYWRV5R\nVeHmwVZGP7e40pkuRoWGbNUvNvz7q0/h3Su3I+jyIK0qmMmk7AN7VaCB6I/FC0r4adm6CGqEQCp0\n5bIAMJitbx97HC9NDmJDaAHNYotAu//fwQZPgtSQ6SLeAFgyBpw/Du2//6lm+50PuChnulSmITjX\na6CqQHuv3abBaC86FF1zOtLLaV60FSm6WDIGkssGGMepqWAFbAuMGKCKmK5U3DTHbSRI1BjJ58/J\nJYhmIRbxBDGm6+Ksk5tElCBqGkSmIc0YyGXXg1yW79WXBzFnepHvrfonUSYEQqEQCpFpeUUXAMDf\nAsQKt/DqCt3Kw6pXZHqRwg49BHbihcZzZTdQJPDaLLBymS6bkN7Di85FNL3YqNAYw5Mj/RhP889R\nQsnAL7pq1i1qFl01gAACkdqz5jRC6qrpsi7IaVXBlnAdjf8sYKcPAzNjtdV0eYJ8HFxnFAoVBo0A\ntyAgrTvSO7UC2dQINzkE+NSY5LZ9rojoAhs9BxcVbAWOQCkSSiY/19AKg+kSijBdFrFx9qD1oYdQ\nBzA1zAX5OejI+bvvWVM628gGjoP4G7HoMiK78hHxBDCW4m2sgfg0AGBv3xYQUYLEGC4MdWFDWy/o\npe8AvejNc/4t00Hc+l5vvwJky8KaWgqEQKYULk3NTi8a2YsA4G8F9OfbcNCLQXb2CP9/8ITdVyw6\nDuJvPEaVg4Cl4mBnj+bfpeiFlOQG4jNcd6nkMF1GQabIdWdLFzum0gkoTENSX09SqlzTTlGz6KoB\nKKF5PlgqIVwb0QD4ndU75kXTpf3qO2C5Op9i2z/2E37ie91eINI39wNKRaQXyKSg3fU1/ns0P0Wh\nUSBSARIREFfSjjYe2h23gr30W/0XNSvGNiC5gYnzCE6P2QrrC8I9+MSWy/Fu3aHeEXLGjAhhaoGi\nK5Fv52F6qkVW8KibVHaCjVzAbUyM4O60qsAjSNx6olQkog3KdBUWtUe8Wabr+yeeAcC/ZxBEuAGs\nD7RBKtOLLxd059tA3/bRqvZRLgRCMSu6EJRlO9Olfw6JP1RUrF5PsKET/P/H7wIAaD/4P9B+82/8\nzlAn6If+Mpvw0GggBOh/CdqPv5JfeMkpwOUGcfuAzpU8xig3r1SQeMGlKk0hfZUYSfI1LaFkkFJl\nfO3wg4jVcHikWXTVAAIheWaQGgjEghbDC4s1wfnJE2OHHwE7d6z07V94AABALv/dmk4REW8Q9P2f\nz94wNVKzfc8H2j1+jKViEIn9M2MySHp+qK2tY0BvLwiSy1Z0hd0+7GjvK6rpYkoGZC5NV8pBbKwz\nXSTSB0wOAjEL07FiCyC5TYYtJqfLD4QNRRqy6CKE4IY1FzsWXxFPAKMphwlQQYSfULgALn5eZBAI\nRVRyoUVOYzgR5azr7GT2/fGHOKvcANB+cYCzPjrYqYMgOqvIjIIxHgX9yBdBP/LXIJ0rbX5pDQVr\nl+TJu8E0Dezki2AnnudB6LrnI9l6GWfvcqcXRYkXYk2mq2qM6IMYCUXG06NnMJlOIJ47uV0FmkVX\nDSBQmmfJoBKC9mJu4wuIct3vy0IpJp8G9PMKmQfWjRjPsX0Z2GRjR5VEvEFojOWzj/oEJpsZAxs9\nA/byY/lFV4hbD0gMRY1QWToBduaI/cY5NF1MVTgbljvkYLQXW7t4a9jSXiJuH6DIplloVE7BJ5T+\neWOMAenG1HQBwJt7NzkWshFvAOMOXmd88VNMQ9GyUUa+6nyAEqIXXRncc+4wMHSSW14YmZ6Bxmgv\nsnQC7NgzYHqyAktEgckhkMtv4IXh4EmAEF5stS9bVOJyEgyDPfQDaD+7Hdoz93KrFl1XSdqWgb30\nMP8uW9uLoosXXImZhv0uNTo0xhCT0xhJRiFRAUklgzOxiZr/nWbRVQNQQvJyEdt9LdjeADoqnziP\nBRcAaKUVXUxVgGI5gzUA/fQ3QXbubfh8OIMVEnJH/YxR99GzYOdP8LienEWYdK4EOlfARVDck2vw\nJLQn/9t+mzyHpis5C3j8+UVxSzuwZjuI5AJLJcGGTmXvk9wAGCL6BcasnCqP6UrFgZHTi2pRBIBW\nlw8zsoN2UBA54xCPls040A99AehaVZsDrBACpZjViy4AYCdfBFmzI7uBrwVIxrK6w3rhzBF+wWew\nrgPHuGu/IIJccBm0X38XaO3iFwWLAdbvXLAdbFZf7IdOcYG8eVGprylrtttZO5G3F9nMOEhoDk+4\nJhzx3PhZ/MmTd2IkOYv1oU6MpWJmzmot0Sy6agAKmtdeJFQAqfOJ6aatV+Eru39nXvZt0vdTcxc4\nbOQMtO/9NeBvAb32j+fleAA+OUbaloGVcEz1hCE6z20vQk4DHX28EDGcp52YDyqgTfLgD4vEQrFM\nKj8geS7LiALxTESUILz70/zK+sxhsCd+lvVsEiVAkNClF13RTKq8Qr9B9VxzwSdKSClc90RB8InN\n3NbDEMSzw4+U3eYmnSuKW34sACgIopI7W3SdOgiyNlt0EUHkTGhy4ZM/rGD9h3hbWg9mZ9OjIGF+\nUUe2v4mzXjuuquchlgXzbV93sT1H1oibMgos/buSV1gJentxZgxomR85yZKHLu8YiE1hV+cq9M+O\n43x8BuEaF+7NoqsG4JqunJeSCuW13uYBm8Pd82eKakwKPnXPnJuyifPAxHlg5Extpxad0NYNTA6D\nTY9xdq0BYTBdeZ8ZOcNfH28Q7OAD3BvJqUVFBVBNw4pAW+E/IqfyY3vkTLa96CSkT85hHmltZ7S0\n67eJgMiLrjd0rUW0XKYrEQXmK1NwHkEJhU90IS5n4BUlrAtZFjpBAtl4CcjOt9XvACsEIQQxlxvb\nvUF0phK85d21wr7RAk4w5hqdAoD20iNgLz8Gsmk3kE6AMQZ25AnTV44Ew6Af/iuQHW9akGOsDXjV\nRcJdYCcPct2c6AK50J6wYhblaXvwOBElMEXmQ0RNpqsiGHm4XlHCJZGVGIhPI6XK+J/b34ovXPyO\nmv2dZtFVA4RcXizLjQgoJlZeCihnmmNqlNPn8el5L7qI2we4PND+9c/BXvxNTffNGAOrgUjfMNnL\nK4hNzZVuVbB+J7D6wvwdlPLZyqR44WWFwqcXQUVnTVdiNjup6ATLtBQJ6kWXznRBUdDh8WM2k4K3\nHE1XIgp4FkkLKAcByY24kkZGU01PLwCg+z4D8vYbQdrmt50+X4hJboQUGRdFp6Cs2prfbva38Pbp\nPIOpCrRv3MQ9+Ky3P/A9oHc9SOdysCOPA8P9nNmymCKTyPJ50Y7OG4xiqrULmBkFhvtB3/95kNXb\n8jal7/4MyBv22W8UJX5+ZcwMMG+iPBgWEZdEVkIg1BygCbt9WFYjN3qgWXTVBF2+Fuzf+Hr7jZQ6\nswlLBZYYGTYXo5dJAH0b+M9zZdDVAm267iFdY7+uwRPQ7ri16t20u/2gIHk2I5DTgOgGveoD/PfW\nTtALLsvfQTGfLQOZVH7UzxyaLvaLA8WNFYswXVBluAQRaU2BrxymKz4DskhDlP2SCzE5DUVTbROO\nZPkmkEbKOi0TSbcXYiKGLjmNdKuDqbLotrfA5gsjZwAA2s+/YeY9Guw1fc+fmRdw7MzLXIu4CNvU\nJgjhrUNd50l2XQO0RkD6NoB+4jb7pmu2ZQcbDAgS17K2dNS9Rb1YkVJlvKV3M96xgjPva4IdWDYP\nSRmL98zQ6BBEPsW0VCGneHHj8gCnDkF74PuFt1VVkHUXg+7/UnEmpUYwGYZaL3xO02oVQKQCbrlo\nLzw5xQmT0yCSC2TlBUBbD8iyAjFBpTBdchrIpO1GpkoJjvQT5wvv0yrcNYsuyRTxGm3TsjVdDWiM\nWgq8goRoJgUxJx1gseN/XPQ20GQUfk1DyqGAJoIANs8sPhs+De2uf+C/nHuFsz8An0oMtHLtnK4j\nZKNnTUuFxQsCBMNm25C+4d0ghk1EKXmRgsgL4SX0OVxoJFUZAcltdiA+tfVK3LJjb83/TtPQY77g\n8fNR+KWKySEg3AXIaWiHHgL6XwIMhiYXumEfCXctzLEtWw8cfAjspd9CIxR01ztrsltWw6t7Rz2W\nbl4KAML/+JvCDy61vQgGKBmwmTH+GKuQPoeFNYozsvHSwvu0LsDGz74WU8TbpV99F9J0MU0D4tNg\nv/0vLvSfGgWmR0Cu+1Tx59Kg8AgSonKqqInqYkRHuBtaMoYLkzGc3+IwrEHn/4KSjZ0FWXsRQCk3\nC45OAB19YMeeAtl2Jd/IkCqMnln8RVcwDLJ8M0hLR2Xujh29/P8amni+1pBSZFuyxnx9r5tF1zyB\nePxgqXhjBsPWAGz4NEjXKrB4lF99AmCK7Dz6r6kLathHN+8GC3dBe+wnYKNnarfjUoKLq4GcLm3x\nKJXp0v/X/u0LfApq2VpQya0/PmfR1M0W6SVvL7xP/T0kl10PEu4GC7bxNpog2piuQicr9thPwc4d\n5Rqc9mWA7vxcb2+qSuERJUQzSbgW6fEXgrU1Gnca5CilvV0tjElao60YnQABZ7XoZl3KYdgoRCfq\nbrVRLUjXKhD9OQg3/0v5j5fcoH/4dzU+qtcWkqoM7wLkVjbbi/MFj98Wl7LUwEZOg3SvBn3Xx0E2\n7eI3pgq03zRlwRdW0r0a9OK3cjfnWkGd56Irk8qGSxdB0RgfHWb+pPH8BVHXjBVoLxr3FYNRUIsu\nkN71EIyTvK7pMmKNEoWK00SUu5sDXNunt4cWq+DcYLpcS9ABnL7rEwCAuKNliWhjSrWHf2hqrgqB\nTQyC5UzcFYUxSWu0y6ITXM81fh6ILOe3WQXjS/A9KBck2Jav9WqiZCQVGZ5m0bWI4QnkFV3qz/5x\n3rUQCwHGNC5y7VoF0tIO+uYPceaiQJHJVLU+8RuSO3+Crxro7UWnwOeaIJ0obZKv5PYisoyXSxc/\nSwWE9EpmbpbNeA9z2Uwj9w3AH225HLs7Vzk/XkkDCW4BQLwB0xeHhBanr5BH13QtNaYLANC5EgAw\n4aQREgRbe5G9+ABgieNxgvbd/wX2YFb3yZjG296FEJvhTJfx92cnuXddSzuI3lYkLm+WFSojA7aJ\nJpyQUuXyI8wqQLPomi94A+YCA+gL9ckXlkbPfXoU8Pr5wmmgGLOXmxO2UJDc+RN81SClX6nPV+Gc\nTmQjd4qhpPZiCgDJFp2SB0glOLtUiOmaKy7KuArMLc6M6BsA29v74C3AmDE5k/WuE0QeKbOICxaP\nICKaSS45TRcAkNYIjn3g8zisFHDd1z8/TFUAVQEbO1twX8yIt7J4brFXnoZ23x3O22sa2InnQPo2\nmkUXi06AjZ4B6VyR/4D2ZQszFd3EkkZKXRimq+KVcHp6Gp/97GcxODiI3t5e3HbbbWhpyZ9CuuWW\nW/Dwww+jvb0dd999t3n77bffjh/96Edoa+N06M0334zLL7+80sNpOBB/CJrVQNBoudTZMLUmiM0A\ngbD9NslTuJVXh/YiAM7u1LLoMt7PedKosXQCtBSmq1TLCF8w+/ypwNkCY+owtz1Zip6MCiDbrgTJ\n8Q4jAjdmLKZf1A4+BJw6mL2how/0susXtZedRAUkVBlh1+L0GZsLqzuW48zJZyHnWGLYNIEGozpa\nmOlixmSzte2cm5ZghZwGBBGkNQJm2KqMnuGROO29eZvTD/5lc2qviaqRVBqc6Tpw4AD27NmD++67\nD7t378aBAwcct7v++uvx7W9/O+92Qgj279+Pu+66C3fdddeSKrgA6K7NltwmY/Kt3plltYCcyjM5\nJS43WKECR11YIb0JsbZFFzNy3uZrcisVL53pmssDTk7zqB6jEE5GuRbL5alY00UIAb36wyC55oui\n6Kh3Y7FpsHOvgB1/Buw3/569Y9k6kB1vAvEGQPy198FZKIiUIqlk4Kok2HoRwCtK6PG1oH82J/TX\nqunSi6diTJf52bB+bwjheYlOsF4AGMWUqoAdeqhgTFVd5AtNLCk0vJD+gQcewL593BV33759uP/+\n+x2327lzpyMDBsyjNqYREAhlw1gBS9G1+L27WCYFkiv4Lqafqld70eUG4jNQf3Lb3Nvq0F5+FOrd\nX3e+0wg/rXHRxQaOQf3GTVwkbDi9F0Opmi5fCMx4T2bGgZ7V/GedKbN7eMlzC+kLwaLpsoK98Bto\nP/o7aD//pu120rVqcbmFF4BIBCQUGS66dBf89aEuHJ/OSWEQrExXEgi2AePnC+tVjc/vTH4IAAAg\nAElEQVSVVX5Q7P23XACQ7VeCXH5D9mFNt/Um5gGMMaQaXUg/MTGBjg7eR+/o6MDExMQcj8jH9773\nPVx77bW49dZbEY0uMSGkrwVIxbMnIjmf6WInX2zYfMCikNP5cT6N2F40CsPTL5X8EPbk3cCrzznf\nabBmNW6JsZMvglz2u6B/9DWQ1hJE5XMUXUzTgEwKxGK2CABkyx7+P6GcQbC2uqspjPXpRdsxTI04\nm9MG2yov7hoMAqVQmbY0hfQ6NrZ24tjMiL1AtzKtmRSXGigZaD/+e9tjWTLGH2e831bmn2lA30bn\n859lqIOEIqA794Luu4nf58B0NdFEtchoKkRKzQns+UTRs+z+/fsxPj6ed/tNN91k+50QUnb0wPvf\n/3588pOfBADcdttt+PKXv4wvfelLedsNDAzg9ttvN3+/9NJLsWvXrrL+Vj1AqMBPEKkE19YohrYm\n+6ZqP7sd9D2fA5ZvrNNRVgi3L1//U0w/1bG8LkwXoRToK/O1XbkVmBwCkzMgucJyRQaWbwIAsFef\nA1n/utocqD8E+AKlf4faeniwbSEYgvzOFdzvqG8jMHoWZM2O7DbGwmkUDNUUXW09fMRfB0snoN1x\nKy/yjNffaCVt2sVDyZcAREKxIdSJ3hrmsjUaNoQ68auBo/j6kd/ikxdcwW8MRbLTglQAlq0Dhk7m\ntQu1b3wG5F2fyBp3KnL2e2WcKxQ5/3NHaP5QR0cf/38Jv9ZN1A/ViuifeuopPP300+bvAwMDBbct\nepa94w7n6RIAaG9vx9jYGCKRCEZHR01BfKlob8+2Ud7znvfgE5/4hON2fX19+NSnFqdjNfwhbtzn\nC2aZrhwBKZsaAllsRdfkEC+yrCjWXhw8AeysfZxCKaBv+Qi0//rb0h8wegaITYM9/yuQXe+y36fI\nwOhZYOQ0tLu/XpGJoSNGzpa3mGRSvJgvhNlJwB8CWbkF2ve5sz19/632IlJny9jUMDc6VRWQSk86\nqZj9c623Gtn0KLcSkNOANwD6kS9yMfQ8h54vFERKcXxm1DldYInALUg4PjOKza2WQjkRNVvsLDpR\n9AKAvfQISGsHyFUfBDv0MD93dK3kn4mBY/yz49bjfGanoP37F0A27My7qCPBMMje/dlBkCaaqCGS\nSqYqEf2uXbtsZJCVKMpFxVzaVVddhZ/+9KcAgLvuugtXX311WY8fHR01f77//vuxYcOGSg+lceFv\nzU68mZqunPiV+/8dbPj0wh5XtXAy8ZTcnGFxglYnTRfAbQlSsdL1g5kU6NUfBnv2l/mtD1UG3F7T\n5JHVwKGezU7yaJNyChGPv7ARLcDbOP4Q0NrF3yfJA9K+zL4NFQA5Be2Oz/NRflXmgvhK4AnYcymN\nz/j4AI+KAkD/8CsgvhaQtTtAdLZwsUMknCVcyu1FAHjvmteh2xombc2VzaSKf3Zjk1x2ILmAcBfY\n1DC/3bgItVjoaP/8p1yS8fJjjpO09ILLnBMvmmiiSiyUiB6ooui68cYb8fjjj2Pv3r148sknceON\nNwIARkZGzJ8BbgXxvve9D/39/bjiiitw5513AgC+8pWv4JprrsG1116Lp59+GrfcckuVT6XxQPwh\nMKPoKqYHik1VtH/GNK7fWWik4nY3aABkxRaw48+CDZ3K375e04vg8RjwBsGe+QVYfwnarkyKtzKo\nmO87psi8bRfV9Ys1SBxgZ4/wH3ItOIrAiJgquM/4DIg/xNv+K7fkm5kC/P2I6Rqb4dNVtReJN2jz\nYLItyGsv4tsswcXS0H9IS1hIDwACoVCt5xmrZUkmaSYLAICSe6ESn9GD3N08eWByiN8up3nr2SHP\nlLz5QyC6OWsTTSwEkooMzwKdoyo+W7S2tuI73/lO3u1dXV02+4ivfvWrjo//278to+WzWBFoNScY\nmYOQ3gCbnawoo5E9/F9gx56G8DHn13i+wJKzoL6g7TbS0Quy+1qwF+4H6bnR/gBNrasJJundAPbo\nT8BQQq6ZMa7u8vICTLc0YJoGaBpI50qwc68AALT//N+g1/9JVTE2xBPgAbflfOE9fiBZpOBLzJjH\njeWbeXpALqhgsrBscpDraCotjL05TJdl4SW7rwG59B2V7bfBIeoTeEvVMsKAQCkU69CF6Mraw2S4\nfcwrLWFsik7h2PgALrDmIKYS/KLSFwLCMtB/iN9uarryiy669Y3z80SaaKIAopkUWiTv3BvWAIt/\nbruRYfXqcmovii6Q1+3N5tGVCTZ40j4RtFBI6LloOSDhLjvjYaBelhEGluut65zCj0XHoX4tqyVk\njJmLCNwefhVvQJV5YdSzJisYnp2E9uid1R2bIZ4vhzXz+OzHlot4tugi63aAvmFf/jZUyLKw06O6\noLnCKz1/S7aNDtg+44SQJeuhJOpM11K2jAB4calaii7iDWbTNjJJaJILX9t4MWZEF1TDfV5VeCFP\nKbdC6VwBElkONqYLjBVd05WT0JGno2yiiQXAdCaJkKtZdC16kEBr1lBTdii6mMY1L7PltRfNtmK9\nTJiTzkVXHuNhoM5FFzEm6HKNR6fHASWT1XsZTtiCyJmuNBeHq//wMWBqGBAlkJ41fNve9aDv/kzF\nBbMJQxfWvbr0x+jxRtqv/w3M6e9biy6XF2TtjvxtqABEJwHJDTY7Vd17FIoA8SiYUQjWQOu2GPCa\nYboIgWJl6H0t2enFTBoZvVhPCwLu638eDw+9arl48WXzEtt6gMkhqHf+/5z5JzSbZ6ppACEge65b\n6KfXRBOYySTR6m4WXYsf/lBxpkvTeNRFruPzHGDP/RrssZ8AdfCWZYzxlmnAwUncGwRGz0J75l77\n7XVuLyLcDay+EEjOQrvvDrDzr+rHZTF4BPRiUvcBcnuzt6sKH3YQJJ7zBoBsuAToXF510cUUGWTT\n7vLYIMkDyCmwlx4GO/0y93sbPJHdZ3wGxDeH07sggE0Mcv2aIlen6aICf13Gz/MbNBUIhEFv+FxF\n+1ssEEyma4kXXVSwMV3wZ4suloohqftwpQQRHUTAWDKWvTDz+EC6uD7L/IyfOcyLsrU7srKL+Azg\n8iwJ09wmsjgXm8KrM6Nzb1hnJJVM4wvpmygB1ulF4+SimwoyxjjT1RIpe+Fm54/zMW2Dyl9IMX18\nBpDcIE5UrF6wsEd+bN7EmFb3oovH1/weP56TL4ANHOc/G6xcbJpPVSVmub0HAOL22aNNkjHOdFEB\nCHXw4F1fCEjOVvf6G23LciC5ska0hPu92cKD49GspqsQqABMDoJE+vgxqFW0FwG9daTn76kyEO7K\nMoxLFJI5vbi024sCIfaiy+MH5DSf3k3GkNTtY1KCgB3BdmQ0hScgtLTzba0aL+MzIWc4C6ZkwOQM\ntDv/HmT7mxbuSTWxIPjW0UfwlUPOaTWNBAYGukD5nc2iaz7h9gLpJHelN8xRjZOXUYgEWoFEtOSF\nmzEGDJ0CO/YMb3kBtQ11ngvRiYJeOcQy5q09/ENecOmTi+Wa59Ychit2+7Ksfkr/n73yNLQ7Pm9r\nm5J1F4GdOWI+nL38mGnyKHz0/4L0rufmqy5P8fDeuVCBlooIYr7be2LG/rPfOXrLBBWAqZGaMF0A\ngMhy7skF6KarS7sQAWBOO3V4lrZLukgp0qqCBwf5xQohVJcSzALJWcQkF5b7w2gNtMOtqsioCtjs\nBEhLO8j6nbaAdPrW/UBLBz8fRnl7H7MTgKbyAPQmFiXu7H8BhycH824Pl5Il2wDQGFuwNapZdM0n\nqMDjMW7/o2x70YjP0FSAUD5K7/GXLoifncjqKQDOaBQyJa0h2PFnecGnOEQAOW3/3K/5Yl6vCKBc\nGFluoUjWTywVA9w+sMOPAADY0SdBdF8ptPdynZKp90qZbJkNLm9hf7JSUKk/luGTlpjlz83KoGZK\neI/0Ng7p6OOfTVWp3KcLAIn0WZiu6va1WOATXfjWGz9g97BaghCJgP7ZCfzg5LOIG4y9r4VbsEwM\nYlaU0OtvRVcoAreqYN3Jg2AP/gBoaQfduRckbJnudekmynIaJBQB6z8ENtxvGqQ2sfgQlzP41cBR\n/GrgKA5O2J3YW1286Eo3eNwdA0AXSCTdLLrmE4IlYsU4WTFL0WXcH2jjxVQJYEP9wIot2RuKZR7W\nCCw+A+3n3+DPQ5mbESFb9vAJO0W2R83UE0YLL9gOZhRJyTiP8jGsE/pfAjEm/XwtnDHSTxb0d24G\ncWrZuX1VFl1K+e1FIJsIMDMOtPcAqswLLk0FKJ1bG2OYq/pD/D2tlulq7TL9y5jaIIV2EzWBQAhk\nXYs6mNDlEr4Q2DO/BPwhTAsi/KILcHvgVmS8/pVn+MVES0f+ziQPZ5jTSZAr38/tJ375L862Jk0s\nCjwyzPWkx2ZG8PUjv0XKMkij6J+bM2XqlhcaTaZricC68LHTh4HWLjCT6dJMtgHBMJ8gmwOMMbAj\nj4Os2MTbOQBnNOab6RrVtU1qiW0oXwtvmdWibVUjmF+oQCgbAp2KAX3ZJASydntWq+byAIxxVtHl\n5donJ+gt5IpRqVWD3splM2Mgrd38s6SpujarhNd7Whe3ipLOdFWn6TImVxnTACVTeaRQEw0Hawiw\nMcVIWtqAmVHQa/8YcVWGX3IDngDcFusT4iRD0C8wyIZLQFxuPpDSxKJGa46+dzKd/Qwk1Ax6vC04\nNVskK7YBwBhrMl1LDWTPddxuQLMyXXxxJMG20sT0E+eB/kPcrdloaUju6jRFJYCNnOY/qAqYKhdd\nUOlHvwzy+uv4yVWV6xsBlAPyzo+DRFaYRRJLzoJ4/KDXfQpk+5tALnl7dltCgJVbwF55qjgT5fbZ\nwp7LhpKpsOjS24dnjwCtET2apfQil2zcBbLtSvN9YorChwQqBLfZ8ACpBNh9/wr2ypMV76uJxoJg\nuXg0BfXGZ6x7FeJyGn7RBbJiCwL6kAoAIJTPdBFC+EXMBW/gvy/x1uxrAVbjXAKCGct6lFRkrAt1\nYtgqiWlAaFg4pqsxVsOljt4NoNuuhDY+mG1FWSf6AuHSooBUhS9sKy8A7V4DKGlov/7uvAvpmUH9\nq0YbqvDiTEIR/oOoM12C2DCiarrxEq47UmWwyWHgzBFg97VcFO/gZUWWbwI7/XLRIoas2AzWf4iH\n9FaCTBoIVxAAbQ0cD4b117v0NiF9J08NYJlUlpGsNgbDG+TMICEgTvq3JhYlDD+yLm+LWXSR1duA\nxCwIoYgrGd5e7F4O0apNLRDiTt//eTOTEys2z+uxNzH/UDQVIuGpBVvbejBjMW5OqjKW+UJ4cWIA\nsr5d3YeqHMCZroVBk+laAJC2Hv5DMJxltBQ5O4Hm9pRWOKkK0L6Mu3x7fCCBMIjLwxfO+cToGV4g\nmkVXCYuzIHIGzqpdawQIOgM3M8Z/t46z54B0rgCGThYtRkhbT0mt4YJIJ/JNW0uBZVKUBMLZ56Vk\nymMWjeK41LZkMXgDXK8juUHWV1iENtFwECiFSCi6vcFse3H1haDv+jgAIK6k4ZfcIFRAZuUF5uNI\n7oStcXtbt7nwEkJAXrfXZL6aWHxQmIag5EHEE8Dm1m4cnspOMSYVGb3+VkxnEvjjx36IF8bP1fFI\nC2Mhma5m0bWQ0NuIbPQstP/831mmq1QxvOJQ8EjcsoBNz48BHVNkPlkZiliKrhIW59Gz0H7wJV4E\nNJKoWhQBReZ5lxe8oXgQc2QFL4qKHb/HD6SdI3zY1AjXOBUBSydAKii6iJRlx8ia7WbxpN1xazaQ\nu5T9UIEXxelk9UWXy8sTGFS1OY22hBB2+bBv9Q5IuSapOuJyBn6RXwTIq7dhyu2bO+PUAnrFDaB7\nf79mx9vEwkLRVKxp6cBbejdjQ6gLgxa2M6lk0OdvxZTe4RlNOSSWNAAYa/p0LUmQYBtnRVJx/k9f\nzInkBitFDK/K+ayR5AZ7/tfQ/vVWPjVWJthwP9j0WOEN0gleWIgSF1+XKYzX/uOLwPjA3BsuFASJ\nP4fYNJ8aLQJiFA6x6cIbuX081DcHTNOg/eD/AGNzPPcaMF0AsoMLlSAUASaHqhPSQ3+9JoeAQKgh\nWwhNVAaXIOLq3k0QKHUsuhJKBn6JW7Ioq7bgRxsvXuhDbKKOkDUN3b4WXLFsPfyiCwklg5lMErKm\ngoFbq3TrCRlnY3btssY0aKwO0So50MD1aAuBZtG1EDDey4DeXjSKI4NBcbmLthfZyGnOZGlq/sJI\nBX3BFLJeYGVAe+THYCeeK7xBOmGyFtrPbgcbOFbe4ty+jBtwNgqMdlpsCgg6a07ykFvgWOHxOYdV\nD5/iAvu52saVFl2unGMyBhcqQbi7/LakE9w+YHK4oJanicUNgVCoDgtkTEmbTBcVRJwJhhf60Jqo\nExhjUJgKUU9n8IkuzMop/OWzP8eJmTH4RAmEEKzV7UMymp0Y+Jvnf4l/PfY4gKy9RD2wkExXYyic\nXyvQ3echp4Gu1SDrL+K3S8U1Xdp/fBFYvgk490rWKsKAIVp0675YReqDXKj//U98nz1rC//t3/6I\ne0HpV7LoPwR0riztD0SWg37oC43FeujaJxabAg1cNOfm9AN/Udxo1O3j7V2m2S1CTh3iP8xVCKUS\nlbXicgtBUcp6wZUJ0tYDdvKFGhRdXrDhU5w5a2LJgRdddqYroypQNQ0e/bNDQaDVIxS2ibrgX449\njjOzE7i8Zz0AwC2I0MCQUmWcjI6ZeYZrgh14EMfR6QnaHn8+MY2RJJ9s/ORjP8Tntr8Fa1sW/vyh\nMdZkupYWdNGoIALeAFh0HCTUAXrpO/ndkmtORsR0Ss/V6xgeUYbfUolgigyceF7fh7MmCQBw6iBn\n2Iy/w1jpbuOtnY1VcAG6tYLKGcfA3FfkpHt1dhDC6X4qcAF5TqIAO3UQ8ASKtvwYY1W0F3MKQUGs\n3K+tTf9sVeut5fYCk8Nzh203sSghEAI1J64sKqfQ4vKY33NKSEO0i5pYGIynYhhNxSDqQxOEEARE\nN1YF23E6NgGPngRiFFKJnDXKI0g2y4l4hReO1aKZvbiUEWwDpkbtE3FS4fw+M4bGYDZyGY5wJzfG\nFF3laXqs3lKpEs09A2F+/KVYEvzh3zWkOJYQwo9/eoxPk9YCLe22YpjNTnKX+951Bd8T7eCDnDU0\noqDKRW57UZDAKjRpJWG9qKyS6SJGmzLQLLqWIpw0XbNyCkHLBUCz6HptYVYnC4z2IgD8ybarsadz\nDYYSUZPpavf48b8ufjsOTto1rm79nGO0FsUCE6/zjaYj/VJGIAw2PWJf4IppuowrAyvTZAHZ827Q\nT3+jbKYL8SjgDYC840awYkxXZDno+27hP7t9IBdeDhLqnHP3JNgGUkJGY33AeNuvRkHFpKUdbPg0\n1G9+FkxOg51/FejdwAckChRd7Dffg/bzb3JNWCVwai8ahXv36vL21aZn41Wbl9i9hv/vFJfUxKJH\nbntxKp3Aw0MnbEUXAQVD8YndJpYOYnIKbiraiqVuXwtCbi/GUzF4LReUy3whJBU5SyQgSyoYxZtc\nJ10XQ9Ona2nBUkCTYBufAhRymK5CRZc+assM89ScCUVCKG9blsl0aT/6W6BzJT+eYgyJqmTbXx4f\n6O5rQNbNrYVqaOjZgDW7smnpADv6ONfrxaaB8QHu8SW6imu6lExlrUXYLSMA8JSATBLwhyB84C/K\n25fHD7LzbTy8uwqQYBgIhEGaQvolidyi676BI3hi5BRaXFamC02m6zUCWVMhaxp2da5COOc8ZkQD\n+fT2IgBQQrGxtdvWTmS6/m9Ct5I4H5+2WU4sFBaS6ar40nZ6ehqf/exnMTg4iN7eXtx2221oabFH\nOgwNDeFzn/scJicnQQjBDTfcgN/7vd8r+fFLEkbkj5XpEkRA08BUhRdQVhgF0ZTuw1VoERfEkpku\npip6kcf0Yq3I45QMILpA3/vnvI22BEC27Kntc2lpzwb2Jmc54+RvBYRo4UK4vZfHOlU6ceg0vViF\n1xa9/D2VHUfuft78IWBZ4cGMJhYvBEKhatmCyqNfONqYrmZ78TWDmJxGQHLjg+svzbsvoDPx3hyd\nqEgoZE2FpE/uGx+nszqpcO+5lxFXMnjPmnzbEcYYDk2ex4VtvTXXXzGg8bMXDxw4gD179uC+++7D\n7t27ceDAgbxtRFHErbfeinvuuQc//OEP8R//8R84efJkyY9fkjB0RBbaleeRFWgxGnYEM3rRVYh+\nLYfp0sWK1MhILPY4OQNILh6VEyzua7VYQN/2UdA9767Z/mzBvolZ/pqJLtOI1RHm6HSFX3Qnn65M\nDQxOqwRZu6Mis9cmGh+5TJfROgpaPosUzaLrtQKu53MelzcYLivTBXCfLmsL0WC6zsWnIBCKjKba\n2o8GFE3FbwaP4etHfovpdL4vYiHcd+5ISS3LRaHpeuCBB7Bv3z4AwL59+3D//ffnbROJRLB5M8/W\n8vv9WLt2LUZHR0t+/FKE2XrJXRwLtRgtHzCy7QrQD/6l845FCaxUTZecBvytIMvWlcx0NVEERtEl\nucESUf6aSa7i3lkGg1npFz13elHUY5caJOeyiaUHgRJba0jSxdMrLCbDlDQtI14riMlpG8tphcGC\nBnKKMokKyKjZIsgo0M/FprBOn3B0+vz8w+EH8aNTz6NF8iBZRnfgJ6dfxFBi7nblonCkn5iYQEcH\nNzzr6OjAxETx6JGBgQEcPXoU27Ztq+jxSwaGJ1PuxJrkzHSxdNJkNcjGS0E6eh13S9w+W4FWFHI6\n254qwnQxxppFVynQiy6ydgcwNQKmZPhEYoGClqXilve6wi+6IX43IEpg6UTdma4mli7EHKZLYRp2\ndqzAxtYu8zZKiCNT0cTSg9FedIJRwEg5EWrrQ52OTNdwMor1oU64qej4+fEIEj6w9hJ0eAJIlVh0\nGRORsqYiJqfw4OCxgtsyLJxPV9Ez9P79+zE+Pp53+0033WT7nRBSlJqLx+P49Kc/jf/H3p0HRlXd\n/eN/33tnn+yTjSRsSdgVlCVhcUUsVZRFpcrXpYZWrG0VsNan4qP1aRUtWh8qbR+MVSz6o7VWWVxR\niEAVSSQi+44sISH7JJl95t77++POXGYNyWSZ7fP6h8zMvXfOzQmZTz7nnM958sknodfrA17v7Pya\nmhqsWrVKflxSUoLS0tLOmh1V2LufAtK8VvvpUoCCEYHDQyp18P0XlSqg6ArgSKU0DygUfYq0IhGQ\nqsbnDQu54ax0XU8JCg2QE6LYKe8CBo7s/DoEjEoLDJsAZtgECLUnpf5WqKRJ8sEC1sYaIH8YcPoA\nMKAwvPfkFNLPkqeGGOdevRjm9Qi5FI5hYVBf/P3tFFwYle4b/DNgMCw1G2I/DteQyLDxTgy+xFZq\nGWrfz/t8XSpYrx+LouRMuEQBJqcdNw0cjQG6FHmfRm9OgUeWNglFqVldnntldjkwPDUbogh8eu4w\nPj9/GNfnjQh6rNDDTFdlZSWqqqrkxzU1obd/6zToWrNmTcjXDAYDGhsbkZWVhYaGBmRkBP/mO51O\nPPLII5g9ezZmzJjR7fMLCgrw8MMPd9bMqMbkDPF9glMCNUfBXHmD7/NKTfDilk3npYn3uhQwuuTA\n1z10qUBLHUTeBeFfK8CWPSdt7xKMpe1i0MVxwOkDEHa8C2byLVIA4WG3SO9PLom79ecQ25uBiv9P\nqshePB6MLgXCkUpgwg98jhWPVoIZPBri6QNA/enw31QUgRr3X2+eOV3NteFfj5BOcAyLs5ZW+bFD\n4NHu94ciwzA43tYIASK4fsockMhwCHzQAMnj56OvQbHf7hTftdRga+1RtDls+MtVd+Kw8QI4hsXE\nrEFQsBzMLgfqvWtIutl4J9ScAi02M5rsZgxF5iXbZ3Y6cKytAfXWdtjd2TGXwEPhl30DpFGdnvy0\nlpaW+iSDvBNF/sJOYUyfPh3r168HAGzYsMEnoPIQRRFPPvkkioqKcP/993f7/Likdo+Ba/1qRIWq\nSm+3SFXRx9/Y+XV1KRDNbVI5CiCgtIQPp+PikKV7OErc/SmE9X/yPc7aEdhOElpyhjSc2N4sZbh0\nyb5FaN3EM4fADB4D5rq7erZq0DsN38PVi4Rcin9xVGkVWuBHCBVITQwOnoeSCwxgPMYZCgKGF5Us\nB6PDChEi2h02KFgOKo7DQHfGjAUjDzl6s/MuaDgltAolbF1cMGZyJzFa7GaY3dM8jI7g5ZEEIPrn\ndC1atAg7d+7EzJkzsWvXLixatAgAUF9fL39dXV2NTZs2obKyEnPnzsXcuXOxY8eOTs+Pd/L+fArf\n4UVGqYEYrCq9zQwY8sCW3Nz5dTXuOV0d7l3cgw1VejhtgcOb+cOk+UhtXsPJVhOg7SS7RnwwDCNt\n7m1qlYJoXYpUu8tNFAXwG16R+siQD3b8jWAKx/XgHb1+OXEKqf8p6CJ9hGMY36CL56EKsnCD5nUl\nBofgCtr/nRmSdHGld5vDChXLQcFwGKiXVvWHKjli511QcwpoOGWXJ9Kft7RBwylRYzaiwx2AdYTY\nKk0UheiY09WZtLQ0vPnmmwHP5+TkyOUfJk6ciCNHjnTr/ETA3vIzIHuQ75OhJtKbjGC7UmxSqZEC\nLU/g1sk+fKLDDsY/6GI5aX5QWwOQmim/N2W6uofJGCBVpNelSmUhbF7pd0uHtJelWtcr813Yu5bJ\nE/WZguEQHXapHwnpAwqG89l70SkEz3TQpteJwSG4oO/mIqtrBwwDwzD45NxBGB1WqFgFZhSMxNBk\nKRgLFrALoogWuwUad9AVKtN1uPUCLC4HJmRJn61nTS2YkT8C2+uOw+pyIk2lhTXUtmzov0wX/Vkc\nAczwSYFPhqrTZTICSV0IutRawGmD6EmfhtjLEYD0Pv5LfQUeTLIBoskIBoCw/z8Qd/wLzHV3Xfq9\niYyZdhuYwnFgNDppCyC75eKkYpNROqiXVoMyXisYmYwBYGbcezHTSUgvC8h0CTyUTOBgCUOZroQQ\nKtPZmQyNHrMHj8XB1jop08VxmJE/Un6dQWDJiP0t5yFClIcXm23Bt61beaACDCcIW6wAACAASURB\nVBifoOvaAcMwI38kWu1WbDqzL2TQ1Z8LPyjoihah6nSZjVJ180tRuTfNdgdbotMeOlnqtEvDX94c\nNmlOUs0xYPRUiN9tBTvnYTAFw7t1G4mO0SVLq00BqWwEw0Ks/FAKZodeLh0UzgbXXcCOmdYn1yUE\nCDGnK8hwNs3pSgwOgYeqkzldobAMg3SVFm0Oa8Ccr2ABu8lpx5TsoVCwHLSXGF70tMcp8Ki3diBf\nnwYly0GrUEGnUMLKB69JKfRjyQiqBRAtgpSMEF1OKRjSBpbZCKB0B132Lma6/DejdtjBXHYVxGO7\nIQo80HIhdCkJ0nUaHcSdGyDu2yZtdA70WdBFSF+SKtJf/EB0hJpI34Wq9KIohsw6kNjgEFwBQVNX\n6RQqGO2WgExZsJ8dK++Udz8INrzoXbfLU07ivNmIHG2yT/s0CmWnma6on0hPeplKC7g3/ZSZjYA+\n9eLk+07Pd5ec8EymDpGCBRCQ6WJuuAfstfPBpOdIAcHpA0CKIXDeF+k+tQ7QSEGz+F2F9BwFXSQG\n+W8DJK1eDJHpusScrj3NNfjroe293kbSf5xC94cXPdLUOhxsrUOW35xhhmECfnKsLge07ikZWr9s\nlSiKWLzzXXzTeEY+3+Zy4uv675HttwhMx6lgCVKs+nRHM4wOa78VOKGgK0owuUMh1p70fbKr87kA\nqYCpSgvx5F5g4Ei5UGpQfnO62HHXgyl2bzCangPx8NfSFkGkx5iBI8DOeVhaOOFZGcpR0EViD8cw\nONbWINdmkj50AzMd7U4bPj57oNNrdThsOObZT5bEJAfPh53pylDrYHRYMd2vWGnQTJfLKW+creWU\nsHhlqxrdiYp/nayGTqGEU+Cxv+U8ttUdA+eXrMjQ6NFsN+Nga61PxmvF3s+l96ZMV4LJHgSYWqRa\nW5AieOHff+xeyYbsQUByOpgxV0GsOwmherP8knhqL4Sqj6UHDntgyQg3JiUTYv0ZqcI96TH2hnul\nzcK9g1jKdJEYxLmHEr+uPwXAk+kK/qG7re54p9eiYvWxzyG4wprTBQB5ujSMy8jHkGSDz/NSpivY\n8KJ7A22lb7aq2WZGYXIm7hlWgt9PnA1RFNFsl0Z5/LNaOdpk1Fva8cqBbdhWdwyA9DPsyd7SnK4E\nw7AckD9c2sIHkOo78U7Aa4n2pbDTbgM7swyMPhVoOHNxOAuA2FwL8dhu6WunLfTQYYoBaGsMXN1I\nekaTJC1UAGgvSxKTPJmDvS3SLhWdBV2Xxri3aKEJ97GqJ8OLxalZ+PmYawOeD1Yyot1hRbL780qv\nUMPissPstKPB2oFmuwk52mSMMxQgSamGTqFCnbs24uTsoT7XydGmyNXuPe/xfXuTvDk3ZboSEFMw\nHDjv/gvRs51LN3ZUZ/KKwKRmAfnFYBc8KRU39XBYgcZzUgFW7w2v/aUYpErn/qsbSc9ok+S9MwO2\nhiIkBniCrtMdzfi+valHQZdDkHbMsHe2cwaJag7eFXR4uSeClYxotJmRpZFGfHQKJawuF574ZiOe\n2v0B3jpehcsy8uRj9Uo1ai1tuLu4BCXZQ3yuk6RUBwRWh40XMCFzoPTeFHQlIE3SxZIP7oApaE2v\nS2AYFsgdCjhsEBukCYaw2wBRAC58LwVditDDiwBCDj+S8DBF48CWzgK7+FUwk2+JdHMI6TZP0DUk\n2YBPzh28ZNDV2QpGm8uJY20NsIRYwk/6Hy8KeOt4ZcjXHX4BslQyonerTvlnugRRQLPNhEz3YiSW\nYaFVKORgfXL2EEzMurjKXq9QodZsxKi0nKDX959cf9h4AVd6gi4aXkxALAcIvPS1yw5m9FSw464L\n61KeqF345wvSEw4roE2GWHvi0pkugIKuXsakZEpzuzhF11ajEhJlPEHXD/JHwS64pA/dToKuh778\nB3bVfx/0Nc8yfwfP935DSVjMTge+vHDSZ9cBbw/v/BeOGC/Ijx09Gl4OjvGbSG90WKFXqn2Cu+vz\nRmB4ajYA4Pah433OT1Np8cOBo5EVYi50hloK3pwCD5fA45ypFSNSpQCNhhcTEecVdDkdPZ/7wzDA\nQGl1iOiwgRkyBuLODdLQZaigyj3viMpFEEK8caz0oZSh0cHsdMAl8FBc4kP3QGtt0OetvBPDU7Ph\nEinoihaeQPjVw//xCa681boXegF9M7zI+pWMaLKakKXxLSsxe/BY5GqlhV7+E/l/PHwybhl0ecjr\nD9ClApAm2VtcDmgVSqg4Bf467S6o+2nfWgq6ogjDchA9f/m5HD2eV8XOehDoaIUoClL9riFeP4wh\nJsozCiWgT6VMFyHEhycDkazUoM1hBcewIbMDCndWzFNewp+nwKWrGwuFSN/ylFHY23I+ZL+ZXFIB\nb0EU4BKFPs90NdpMyNQE7v+b5P588p/Ir+IUnc7NunnQGNwx9EoYHVYcb2uEzj3NhgtS5LevUNAV\nTVj/TFcPAx+1HmiqgXjgS6DhDJjBo8GMuUp6rZOAjhk85uJKO0IIAZCkkFaH6RVqtDttIT9wfz12\nBga7f3+Emtdl46U5XU6BMl3RwrvoqFMQYHE5cLhVyngJ7rIKLe6i205BCrh6e/I561cyIlTQlazU\nQMly3R4S5BgWhSmZONhah/IjX0LbT9ktbxR0RROfOV09z3TJxXDqTwOaJDC6FDDT75ae62Tokv3h\nT6Tq9IQQ4qZRKPG/U+6Axv1BFWpoUcFycLozWP41lzxsvAsKhqVMVxTxZLo0nBIugce+lvN489jX\nEEURNvfE9XPmVgDSZtI53akh2UWM376dTbbA4UVAynSFO7SZrtbJwb5L7P+fPwq6oolPpit0AdMu\nyysGCsdBPH9cvhajVIF9ZHW/LY8lhMSXS/3uULIcXO7fY4IoSoWe/T7cbLwT4zIKaE5XFLG4HLgs\nfQCm5RbinVPVONXeBKPDinPmVthcTiQr1ai3dsBot6Ci9iiuNAzs9Taw8A3UTU47koMs+krym1zf\nHRlqPZ4efzOA/lux6I2CrmgSMLzYs0wXo1CCnXZbwMR5hiqiE0J6LHgWS8lych0uESI+PLsfD3/1\nL59jrC5pE2MaXoweJqcdA3Rp8irVb5vOwaDW47k9n+K75hqkqrTI1aZgxd7P8W3TObnUQm/yz3RZ\neSe0XODnYJpKK28NFI58fRpmDbwMC4onhn2NcFHQFU28Vi+KDqu0iXVPGQZI/1LlZ0JILwr1KyVd\nrYPVJQVdLkFAjdkYMIxj451otptpeDGKdDhtSFaq5W1xOpw2DHfXu3rnVDWuHTAMToGXt9nJc68E\n7E0sfOt0WV1OuWK8tzx9GpZefkOP3mv2kLEoSsnq0TXCQUFXNPHOdLU1StXle4jxjHu3Nfb4WoQQ\n4hHqzzgly2GSu2ClnXcFTLgXRRFWXhquokxXdDA7Hfj8/BFoFSrwwsVVqtnu+VS/HjsD03KLcEfh\nlQCABUUT+2SKCsMw8A7Dre6yDsGk9EZSIgIo6IomLAfwvBTpGxuAtF6Mwt2rTgghpDeEmiQPANNy\nC6FkOXnCvDenwINjWAxKyqBMV5QwOqQSERzDyPPvCpMNYN19V5yaDY5hcXmGeyuzPpoL5V+R3sY7\nQwZdsSrsoMtoNKKsrAwzZ87EwoUL0d7eHnBMXV0d7r33XsyaNQu33HIL1q5dK7+2atUqXHPNNZg7\ndy7mzp2LHTt2hNuU+OHJdNktAKsA4976oMeUamkLIEII6TWhg65BSRn4nwm3wCUGFlC18dKQEcew\ncNJE+qjQ5rBicFIGpuQUysOLD42+JuTxfbUAgsHFkhG8IMAlCFCHual2tAr7bsrLyzF16lQ88MAD\nKC8vR3l5OR577DHfiysUWLZsGUaNGgWz2YzbbrsN06ZNQ1FRERiGQVlZGcrKynp8E3HDM6erpa5X\ns1zMhJlAR3OvXY8QQrhLbGeVotKAFwQo/ApPSpOjFWh1WKDr6a4bpFcYHVYM0KWAZRg56Ao1fHhj\n/khc0QcrFwEp0+WZSN/qsCBVpY27lfZhZ7oqKiowb948AMC8efOwZcuWgGOysrIwatQoAIBer0dR\nUREaGhrk10Wa3O3LnekSjQ1g0rJ777JT54CdubDXrkcIITnurVhC4dwf4ApGynR5PkxtLhc0CiUG\nJ2XgUGsd2hzWPm8r6Vybw4oUlRYAMDm7EJOzh4Y89o7C8TD01iiMHwYX44Jmm7nP3ieSwg66mpub\nkZmZCQDIzMxEc3PnmZSamhocPnwYY8eOlZ97++23MXv2bCxbtizo8GTCcc/pAi8AvRh0EUJIb3rk\nsuvwkxFTOz1Gmg/EyENRZqe0hYxnePFKQwGOtTXg8cr1fd1ccgltDitS3UHXqPRclI2YAgC4PCMP\n49zzuPoD6zWRvsVuljeojiedDi+WlZWhqakp4PklS5b4PGYYptMUoNlsxiOPPIInn3wSer30TVyw\nYAF+8YtfAABWrlyJF154AcuXLw84t6amBqtWrZIfl5SUoLS0tLNmxy6WA3KHAixLQRchJGqNSc/r\n0nEj03KQptIBANqdNiSrNOAYFlpOCY7lMHvw5ThirMdnNYfxg4JRfdlk0ok2uxXFQcon5OvT8PMx\n1/ZbO1SsAoOT0gEATTYzRsTI52BlZSWqqqrkxzU1NSGP7TToWrNmTcjXDAYDGhsbkZWVhYaGBmRk\nBN+rz+l04pFHHsHs2bMxY8YMn/M95s+fj4ceeijo+QUFBXj44Yc7a2b8YDmg5ihEkxHs9XdFujWE\nENIj33c0yavP2hxW5OvT0GQ3Qe2uvXRj/ihsOrMfx9oaKOiKoDbnxUxXJPGigFPu+cctdjPS1ZFv\nU1eUlpb6JIO8E0X+wh5enD59Otavl9LCGzZs8AmoPERRxJNPPomioiLcf//9Pq95z+3asmULhg8f\nHm5T4gfHAbwLMNZTposQEvM4hoWNd4FlGDTZzOBFATbXxTIAoTbNJv3LaLciLQqCLsarZITRbpGz\npPEk7KBr0aJF2LlzJ2bOnIldu3Zh0aJFAID6+nr56+rqamzatAmVlZUBpSFeeukl3HrrrZg9ezaq\nqqrwxBNP9MLtxDilWtroOnco0AebiRJCSH/iGBZ23okhSQa89/23KD/8pTynC7j0Po6k74miiHan\nLSoyXSwYCO6SEdY4rNEF9KBkRFpaGt58882A53NyclBeXg4AmDhxIo4cORL0/BUrVoT71nGL8SzB\n1ujplxEhJOZxLAuL04Fr84ah0WbAwZY65OpSgm7tQiLD4nJCwbBhbyDdmxQsBycvLbywuoLvuxjr\nqCJ9NDLSlj2EkNinYFg02kwYkZqDWweNRYvd7N7sOvADnrYE6pp/nNiNY8b6Xrtem7seVjTQK1Sw\n8A55q6h4zHRR0BWNdDS0SAiJfRzDwiUKyNQkQatQQsGyaLaZfTJdvx57o/Rh63JEsKWxQRRFfNt0\nFg02U9DXT7Q14HDrhW5ds80RHUOLgJQZVbEcrLyz030XYxkFXVGIGXp5pJtACCE9pmBZpKt18tCV\nxeXEgdZaaL2CruLULKQoNXIdL0Cq5UUCNdlMaHfaYA0RoH7TeAb7W89365rGKMp0AYBeoUaHwxaX\nWwABFHRFHXbhC2AuD73nFSGExAqWYZGtCczca/wyGDqlGmZ3IMELAhbvfLdf2hdrTrRLU088WUH/\nXV3qrR3ynKiuarVbkK6OnlWCWoUSrxz8AoUpmXE5t5mCrijDpGWBiYIJjYQQ0lMKhkW210rs2YOl\nLL7/RHqdQikHEnbB1X8NjDEn2huRrU3Gx+cO4s8Ht+GNo1/7vH7B0g5HN+fG1Vs7kBNFq+VztSkw\n2q1YfNn1kW5Kn6CgixBCSJ/g/IKuG/OlAqj+QZdecTHTZeeloIv25g1Ub+lAilIDANjfUosWu1l+\nzcY70eqwdHtBQr21PaqCroUjpuLlKXdExWrKvhCfd0UIISTiVBzn84Hu+SBVsL5/7+sVKnlOlxx0\nQQSD+Bte6ol2pxULiibB6LDgvNmI420Xi4w3WDsAAI5uZgobrB3IvsTm5f2JY1lwcZwPoqCLEEJI\nn7h/+GQkKdU+zz02dgYMfhsZ67xWL17MdAEUc11kcTlQb+3A4OQMjFLk4pypFYfcKxXtvAubzuyD\nTqGCoxtzukxOOwRRRLJfH5G+E7/hJCGEkIhKUWnBMr4fM8NSswMmSOuVKq/hRWnloqcyOZFsqz0O\nAPLKTyXLwiVKAdaBllrsb6nFQH16t4YX663tyNGlxOWE9WhFmS5CCCERpVeosb3uOFiGwZj0AZFu\nTlRSsixuyBshB0gKlpMDLJ1Cqtyep0/FibauF9duiLJJ9ImAMl2EEEIiyhM0fFF7TM540UR6Xzbe\n5VNqQ8lycAkCAMgZr2xNcrfmdB02XsCQJEPvNpR0ioIuQgghEaVXXNxj70BLLQAaXvRn511Qe63o\nUzAXM1123oWhyQaMNeR3eXjR7HRgX/N5lGQP6YvmkhAo6CKEEBJROmVg0EUxly8774SG9c50SVss\nAYBD4JGjTQHHsBC6mCHc3XQGY9IHBCx0IH2Lgi5CCCER5b0t0LDUbGg4JUSKunzYBb9MF8vCKfD4\nx4ndchaMZRjwXQy6zplaMSw1u6+aS0KgoIsQQkhEKVhO/npKTiFYBhAo5vLhP7zoWRW6re4YHIIL\nKlYBjmEguLNfHs9++wm2nD8CwHeeXKOtA1napH5oOfFGQRchhJCIUrgDiNmDx2J85kAADGW6/Nh5\nF1QcF/Q1h/s1lmEDMl3nzK1y0PX07g/w/vffAQAarSZkaijo6m8UdBFCCIkoT6ZL5f5XqkRPQZc3\nXhSgYHyDrgmZgwAA2+tOoDA5E2yQTBcAWF1S7bMGmwktdjMqzh9Fs90cUKSW9D2q00UIISSiWL/i\nnDS8GIgXBXB+36dFo67C2mOVKM0eghFpOXAKfNCJ9DbeCZs78BJEEe+cqgbgO6xL+gcFXYQQQqKC\nJ1xgaHgxAC8I4JjAwan7hpfKX3c2kf7tE1UAgAOttX3TQNIlYQddRqMRS5cuRW1tLfLz87Fy5Uqk\npPhummm323HPPffA4XDA6XTihhtuwK9+9asun08IISRxeE/0puKovnhRBMd2PiOIdQergigGZA/r\nre0ALu5tSRv/REbYc7rKy8sxdepUbN68GZMnT0Z5eXnAMWq1GmvXrsXGjRuxadMmVFZWorq6usvn\nE0IISRyeMItlGMpz+ZGGFzv/yGYYRgq83AGrd+BqdjoCjiX9L+ygq6KiAvPmzQMAzJs3D1u2bAl6\nnFarBQA4nU7wPI/U1NRunU8IISQxeIYUaXgxEB8kexWMNMQoTaa3Cy55ZWiL3YxUlRbPT5ojHUe5\nrogIO+hqbm5GZmYmACAzMxPNzc1BjxMEAXPmzMHUqVNRWlqK4uLibp1PCCEkMciZGQag0UVfXcl0\nAfCpSm9zOaFTqPDgqKvBMSxULIcMjR7jMweilLb/iYhO53SVlZWhqakp4PklS5b4PGYYJmSqkmVZ\nbNy4ER0dHfjJT36CyspKlJaWdvn8mpoarFq1Sn5cUlIScD4hhJDYl+4uYcBSpisALwo+xVFDGZ6a\nLU+mF0QBo9JzMT5zID5LSkeuVpo3/eCoq/u0rYmmsrISVVVV8uOampqQx3bag2vWrAn5msFgQGNj\nI7KystDQ0ICMjIxOG5WcnIxrr70WBw8eRGlpaZfPLygowMMPP9zptQkhhMS+ZpsJAMBQpisALwhd\nWlxwqqNZrtXV7rTjgkWaQD802YBTHTSi1BdKS0t9kkHeiSJ/YQ8vTp8+HevXrwcAbNiwATNmzAg4\npqWlBe3tUofbbDbs3LkTo0aN6vL5hBBCEoeSu1gclTJdvnhR7OLwIgPB/b2zupzQuPe1HJJskIvP\nksgJO+hatGgRdu7ciZkzZ2LXrl1YtGgRAKC+vl7+uqGhAT/+8Y8xZ84czJ8/H9dffz2mTJnS6fmE\nEEISz9Pjb8b0vBEApHIGVDLCFy8KlywZAfhOpLfxTmgVUtA1PnMQ7iya0KdtJJcWdp2utLQ0vPnm\nmwHP5+TkyOUfRo4cKWezuno+IYSQxJOvT5O/ZkKUjBBEEQwSs9xBWBPp+YuZLiXLoUCf3qdtJJdG\ney8SQgiJKqGGFz86ux+f1hyKQIsijxeFLpWMsPJOtNjM0tcuJzRdmHxP+g8FXYQQQqIKwzBBhxcP\ntNbB5LRHoEWRJYpSlfmuZLosLgf+uH8rHLwL75yqljNdJDpQ0EUIISSqMEBAnsvqcuBMRwucAh+J\nJkWUABEMmC5lujxsvLTBdSIOxUYzCroIIYRElWDDi8fbGiFChCMBgy5ps+vuBU829x6LrgT8fkUz\nCroIIYRElWB1uk51NCFbmwynO5hIJF3Z7NqfJ9OViJnBaEZBFyGEkKgSLNNldtphUOsTKohwCTyc\nAg+XwMt7KF5KpiYJGk4Buzs4pRWL0YWCLkIIIVGFYSCXPfCw8k6kqrQJNbz4pwNf4KW9n6PdaUOy\nUtOlcx4ecy1SVTrYeCfGpA/A1QOK+7iVpDso6CKEEBJVGATOX7K4HEhVaRMq03WsrQE1ZiPaHTak\nqrRdOkfDKWF1OWDjXbRyMQpR0EUIISSqBCsZIQVdmoQKugAgWalBm8OKVFXXMl1JSjXMLgfsvLNL\nG2ST/kVBFyGEkKjCAPL+gR5WlzOhMl0WlwMAYBdcuGBt73KmS8FyUHMcWuwWKowahSjoIoQQElWC\nDS/aBRcG6FLR5rCiztIWgVb1r/NmI4YmGzAqLRefnDvY5aALkLJjjVYT1DS8GHUo6CKEEBJVgg0v\nugQeyUoNrh5QjP/UnYhQy/pPjbkVBfp0jErLBYBuBV1JSg2abCaa0xWFKOgihBASVaThRV9OgYeS\n5ZCtSYbZPfTWXyIxpNlssyBTkwSdQgWge0FXslKNRpuJ5nRFIQq6CCGERBUGgZkupyBAybLQK1Ty\nfKeuqjUbsfrQf8JqCy8K+OVX7/R74GVx2ZGkVEGrkLJVKV2cSA8AKUoNOpw2mtMVhSjoIoQQElX8\nd7wRRAGCKIBjWOi6GXQ5BR6rD3+J75pr0OGwdbstZvcG220Oa7fP7QmTywG9Qh1mpksK0Gh4MfpQ\n0EUIISSqMGB8iqO6BAEKlgPDMNApVTA57bC5nF26VqvdApfAY2iyAXXW9m635YvaYwAAo93S7XN7\nwuy0Q69QgXNXotd2I4BKVqkBUNAVjSjoIoQQElUYBj7bAHnmcwFAukoHESIe3fUevu9ouuS17LwL\nWoUSeqUK1jDmgn187iAAKXjrT2aXA3qlGjnaZNw0cAyYbmx47cl0JSnVfdU8EiYKugghhEQV/70X\nvYMuvVKN3028FaPScmByD/11xlMkVM1e3I8wHC12izzU2B/a3QVRVZwCc4eM69a5nqArmYKuqENB\nFyGEkKgilYy4+Ngzid6bilXAwV96cruNd0HNKqDmlN0Ounj3PLI5g8fho3MH8MbRr7t1frgcvAt2\n3gW9IrygyZPh0lPQFXXCXtpgNBqxdOlS1NbWIj8/HytXrkRKSorPMXa7Hffccw8cDgecTiduuOEG\n/OpXvwIArFq1Cu+++y4yMjIAAI8++iiuueaaHtwKIYSQeMBCGl7c03QO4wwFsPFOKBjO5xgVx8Eh\ndB5EnTO14mhbPdScEmpOAfsljvfX5rAiWalGri4FToGHle/aPLKeeuXANrhEoVtDit48QZcnO0ii\nR9iZrvLyckydOhWbN2/G5MmTUV5eHnCMWq3G2rVrsXHjRmzatAmVlZWorq4GIP0lU1ZWhg0bNmDD\nhg0UcBFCCHGTMl2vHfkKZ00t+MfJb3DBbxK8klXAcYkyDq8f3YnPag5Lw4tc94cXW2xmpKt1uMKQ\nj4fHXAdHkPOPGutR1XC6W9e9FJ1SJRdFDUeqSos/T7uzF1tEekvYQVdFRQXmzZsHAJg3bx62bNkS\n9DitVlrm6nQ6wfM8UlNT5df867AQQgghDCPN4+JFAYda65CnS8PMgtE+x6hY7pK1szLUOvnYsIIu\nuwUGtR4swyJDrQsa5P3rVDVeP7oTz377CQTRv6RrmEQR1w0Y1qNLUJYrOoUddDU3NyMzMxMAkJmZ\niebm5qDHCYKAOXPmYOrUqSgtLUVxcbH82ttvv43Zs2dj2bJlaG/v/lJeQggh8YcFIw/lHWq9AEEU\nkaVJ8jlGxSmCZp68eYIslTyRvnvDgy12MzI0eukarCLocGaBPg0AYOUdOGNq6db1QzG5HLTyME51\nOqerrKwMTU2BS3KXLFni85hhmJBjzyzLYuPGjejo6MBPfvITVFZWorS0FAsWLMAvfvELAMDKlSvx\nwgsvYPny5QHn19TUYNWqVfLjkpISlJaWXvrOCCGExCSGYWB1OXCFoQBOgYfZZYciYCI9hzpLGzoc\nNiSHqNaertbiV2NnYGiyAVUNp5Gu0nWrHRzDojBZSi4oWQ4D9ekBxwzQpeG+YaU42FoHuyv81ZHe\nTE47TYKPIZWVlaiqqpIf19TUhDy206BrzZo1IV8zGAxobGxEVlYWGhoa5AnxoSQnJ+Paa6/FgQMH\nUFpaCoPBIL82f/58PPTQQ0HPKygowMMPP9zptQkhhMQXG+9Eg7UDgiiCYRgoWP+J9ApUNZ4Bx3K4\nu3hSwHCaKIrY01SD+4ZNhpLloOGUOGCu7VYbjrbVI1ubLL/fYeOFgGO+72hCafZQpKm0OGduxcj0\n8OdiAQAvCFKGTa3v0XVI/yktLfVJBnknivyFPbw4ffp0rF+/HgCwYcMGzJgxI+CYlpYWedjQZrNh\n586dGD1aGpdvaGiQj9uyZQuGDx8eblMIIYTEERYMrC4nNJwS6WodGq0dUDK+H1dqVsoZfF1/Cr/8\n6p2Aa5icdqg4BVTu/QfDmdPV4bDJNa+ULAeXwMuV8uut7ai3tsPickCvUCFVpe2VrYLqre3IUOto\ns+o4FXavLlq0CEuWLMF7770nl4wAgPr6ejz11FMoLy9HQ0MDnnjiCQiCuiQWwQAAIABJREFUIM/t\nmjJlCgDgpZdewuHDh8EwDAoKCvC73/2ud+6IEEJITGMZBmaXHRpOgXS1Di5RCMh0eTJQoRgdVqR5\n7VeoCiPoMrnscoFR1p1tcwk8VJwCFeeP4YK1zT0UqEKySoNai7Fb1w+mxmxEvnueGIk/YQddaWlp\nePPNNwOez8nJkctHjBw5Us6G+VuxYkW4b00IISSOqTgF6ixtGKBLRbp7BaL/nK4sbVKwU2VGhwVp\n6otzuDThZLqcdp8J7UqWg0Pg8VnNYdSYW3GyvREMGGSo9WiymWHp4n6QnakxG1EQZO4YiQ9UkZ4Q\nQkhUUbFS0JWp0SPdPbfJvzhqhlqPP5TMlR/zgm+5hla7FelemS41273iqE6Bh0sQfDaNVjAsnAKP\nD87ux4n2RlydWww1p4BOoYJOocK+lvOos7R16179nTe3yisiSfyhoIsQQkhUUXEcbLwLBk2SXGvL\nP9MFAGlqHXK10k4oRr/5VG0OC1K9g65uZrpa7RYkKdU+K/OVLIcWu1l+fNvQKzFvyBUAAJ1CCs4+\nrznc5ffwt7vxDA601lGmK45R0EUIISSqqNyT5DPVSfLwYqhin1cYCsCCQatXMARIey5qFSr5sUah\nhMXl6HJR7qd2fxAwMV7BsqizSIvDJmQOglahxLV5UhFTnfu9qpvOwuJydOk9/L125CsAF4u6kvhD\nQRchhJCo4lm5Jw0vhs50AcC8oVfgCkNBQKbLwbug8grUNJwSSpaD2WUPu11KlsMFSxsmZQ3GAyOn\n+bzmCbouS8/Drvrvw7p+inulZLh7LpLoF7NrUh944AHYbLZINyOqaDQavPbaa5FuBiGE9IiK5aBg\nWKSotGAZBnqFSs5+BRNs6NDpXmXozaDWo9lmQZIyeDHVS1EwLC5Y21GgTw8IjDScEq9e/f9Q3XgW\nlQ3fY3r+iG5ff2RaLsakDwirbSQ2xGzQZbPZ8NZbb0W6GVHl3nvvjXQTCCGkx1ScAgZNElh3YPPY\n2Bk+5R+CHe+9L6LF5YBD4H0yXQBg0OjRbDdhcHLnxbw9flAwyuexguVQZ2nHFYaBIc9JVWmwt+U8\nvqg9iuvzuhd48aIAjrJccY2GFwkhhEQVLadEtldJiDx9WqdDbiqWk/dFFEURT+/+EA3WjoB5YFKm\nyxzsEgHS1TpcN8C3aPcFSzuabKaAfSC9eUpMHG9r7NL7eONFAVyIYVQSH2I200UIISQ+XZ6Rh6KU\nrC4fr2IVcPBSpqvB1oEOpw0MEDAkmaHRo8lmkh+fNxuhV6h86nl5uAQeSr8AyOSeD5bZhaDLP8vW\nFVKmi4KueEa9SwghJKooWA4pITaxDkbFXcx0neloASAVNlVxvoFPpl+m63fffowXvvss6DUdAg9l\niHlkBk3ofRE9E+rrrR1Yd+IbCKIQ8liPg621aLKZwAsUdMU76t0YUVlZiWuvvTbSzSCEkKjjnek6\n3dEMABAhBs10eQddyUoNWh2WoNd08oFzwgB0OrcMAFiGxb3DSnCqownb646jw9n5akmnwOOVA9vw\nWc1h8KJIQVeco94lhBAS01QcB6c703Xa1AyNe9Wif6bLoE5Cs92Mvc01AABtiE2leVGACMgT+b2p\nvSrUhzIk2YDrBgxHtjYZ1kvU7NrdeMbdNj3N6UoA1LuEEEJimoqVVi/+9zebcLqjBcUp2QCAFKVv\nVkqnUMLGO/HXQztg451ySQn/gqmeLJf/5P2bBo7BrYMuu2R7CvTpWFA8EVpOCSvf+X6MtZY2KFkO\nNt5JqxcTAAVdfaC8vBw33ngjxo8fj1mzZmHLli0AgLNnz+K+++5DaWkpJk+ejMceewwdHR3yedOn\nT0d5eTlmzZqFkpISPPHEE3A4wqtsTAghiUKrUMLscqDRZkKaSisXV9X4ZbK8g6g2hxWeWMs/MLIL\nrqAV8OcOGYdJ2UO63C4Np4Q1xCbYToHHg/9Zh//UncDotFxYXA7YeRcNL8Y56t0+MGjQIKxbtw7f\nfvstfvGLX+DXv/41Ghul5cMPPfQQvvzyS3z88ce4cOECVq1a5XPuBx98gDfeeAOff/45Tp8+jb/+\n9a+RuAVCCIkZGWo9mqzSH7BqTgGnu2ZXsDITA3SpAIA2hw12wQkFw6LV7juvq91h69ZE/lC07sxa\nMCb3XK+yEVNwZeZAfFV/CrWWNgq64lzclox48D/reuU6r179/7p9zg9/+EP565tvvhnl5eXYt28f\nbrjhBgwaNAgAkJGRgfvvvx9/+ctffM695557kJOTAwD42c9+hmeffRZLlizpwR0QQkh8y1Dr0eSe\nIM8yDGYPHovJ2UODHvvb8Tej/PCXaHdYYXO5kK9PQ5PNhHx9mnxMm8Pqs1l2uLSdZLosLgfydKkY\nZyjAyfZGpKm0aLSZKOiKc3EbdIUTLPWWDRs24M0338T58+cBABaLBUajEU1NTXjuuedQXV0Ns9kM\nQRCQlpbmc25ubq78dV5eHhoaGvq17YQQEmu0CqW8oTXLMBiYlI6BSelBj2UYBikqLQ4bL4BlGAxO\nysCbx77GnMHjcF2eVAy114IuReg5XRaXQ96QuyglC78ccx1+W/0hOJbmdMUzCql72fnz5/HUU0/h\n6aefRlVVFb755hsMGzYMgiDg5ZdfBsuy+PDDD1FdXY0XX3wRguBbw6Wurk7+ura2FtnZ2f19C4QQ\nEnMMaql21p2FEy55bKpKi68unML1eSOQpU2GxeXE5ppD8uttDlsvZbpUITNdL+3bgpPtF6vWaxXS\nqkjKdMU36t1eZrVawTAM0tPTIQgC3nvvPRw/fhyAlPHS6XRISkpCfX09/va3vwWcv27dOtTX18No\nNGL16tW4+eab+/sWCCEk5mRo9BigS0Vx6qX/UE1VaaBkWVw7oBiZ7kKn3qUg2hyWS9bj6gpNkDld\nm88dQpvDGnCslqOgKxFQ7/ay4uJilJWV4a677sK0adNw/PhxjB8/HgzD4Je//CUOHjyICRMm4Gc/\n+xlmzpwZMNHzlltuwcKFC3HjjTdiyJAh+PnPfy6/1tneY4QQksgMan2Xt94ZnpqNBcWToFeq5S19\n1F4rHXsv0+UbdImiiAOttfjywgnoFEo8OOoq+bVgqyVJ/Al7TpfRaMTSpUtRW1uL/Px8rFy5Eikp\nKUGP5Xket99+O3Jzc7F69epunx9rli5diqVLlwZ97f333/d5XFZW5vP48ssvx6JFiwLOKy0txbZt\n23qtjYQQEk8MGj3Omlq6dGyWNhlZ2mTpPLU76GK9gy4rUnth9aJG4TuRvt1pAwBcsHRAwXAoTM6U\nX2MYBga1Xh5mJPEp7ExXeXk5pk6dis2bN2Py5MkoLy8PeezatWtRVFQU9vmEEEJIZ7I0SWEFLHql\nNJldo/AeXrQiVRW4CXZ3+RdHNTntONXehMPGCz4T6T2Wl8yBpgsV70nsCjvoqqiowLx58wAA8+bN\nkwuA+rtw4QK2b9+O+fPnh3U+IYQQcimXZ+ShbPiUsM6dlDUYGWopyBJFsdcyXclKDTocNvmxnXeh\nICkdRSmZEESxy8OhJH6EPbzY3NyMzEwpNZqZmYnm5uagxy1fvhyPP/44TCZTWOcnkoqKikg3gRBC\nYhLLsNAr1WGdW5SShTpLGwCplIOS5eQtgnoiQ61Di/3iBtt23oWi5ExcPaAYTTYTzdNNQJ3+VJWV\nlaGpqSngef9inQzDBP3h+eKLL2AwGDB69GhUVlaGfJ9Q5wNATU2NT9X2kpISlJaWdtZsQgghpMs4\nhgEvSuV7HAIfdvDmL0mpxuCkDNh4JzScEkqWwwBdKgboUvHUeFqZHi8qKytRVVUlP66pqQl5bKdB\n15o1a0K+ZjAY0NjYiKysLDQ0NCAjIyPgmD179qCiogLbt2+Hw+GAyWTC448/jhUrVnTpfAAoKCjA\nww8/3FkzCSGEkLBxDAvBvRGjyWkP2LMxXAzDoNluQYvNgjx9KprtJhxtq8fVA4p75fokOpSWlvok\ng/y39/MW9pyu6dOnY/369QCkCuwzZswIOObRRx/F9u3bUVFRgZdffhmTJ0/GihUrunw+IYQQ0tc4\nhpUzXTbe6VOzq6e8hxjtPO9TmoIknrCDrkWLFmHnzp2YOXMmdu3aJZc5qK+vD1ryoKvnE0IIIf2J\nZRjw7t1B7LyrVwMjg0bvFXQ5UaBPu8QZJJ6F/ZOVlpaGN998M+D5nJycoOUfSkpKUFJScsnzCSGE\nkP7kPbxo5129NrwIeDJdFgCA1eWUi7GSxEQV6aNQU1MT7r77bowfPx5/+MMfIt0cQgiJaxzbl8OL\nFzNdRocVLlG4xBkkntHgchR65513YDAY8O233wIA7r33XsyePTug1hkhhJCek1YvXsx0eVen76kM\ntR7NNinoanNYe2VPRxK7KNMVhWpra1FYWBjpZhBCSELwnkjf5rAiuZdKRgBS0NXqHl5sc1iR7d5+\niCQmCrp62fTp0/H666/j1ltvxZVXXolly5ahqakJP/3pTzFhwgSUlZWhvb0ddrsdjz32GEpLSzFp\n0iTccccdaG5uxm9+8xts3LgRf/vb33DllVdiwYIFqK6uxu9//3tceeWVePbZZyN9i4QQElc8QZdT\n4PFpzaFeDYzS1Vq0OawQRAFtDiuSejGgI7GHhhf7wOeff46///3vcDqdmDdvHg4fPoznn38ehYWF\neOCBB7B27VpkZmbCZDJhx44dUKlUOHz4MNRqNV544QUwDIPc3FwsXrwYgDS8OGfOHNxxxx0RvjNC\nCIk/LMNAEEVcsLQDAAYmpffatRUsB5co4IvaYzC7HNDRhtYJLW6DLv7ln/TKdbhHX+/2Offcc49c\n7HXixIkwGAwYOXIkAODGG2/E119/jenTp8NoNOL06dMYMWIERo8e7XMN0T2/INRjQgghvcOT6bLz\nThSlZGKALrVXrz9r0GU40d6IJKUaLEMDTIksboOucIKl3mIwGOSv1Wp1wGOLxYK5c+eirq4Ojz76\nKNrb2zF79mwsXboUCkXwLqE9ugghpG94gi4r74S2F1cueuRok1HVcBqpNIk+4VHIHSEcx+GXv/wl\nPvroI/zzn//Etm3bsGHDhqDHUsBFCCF9R8lycPI8rC5pj8TelqrSotFmQqpK0+vXJrGFgq4Iqays\nxNGjR8HzPPR6PRQKBTiOAxA4lJiZmYlz585FopmEEBL3VBwHh8BLmS6Fqtevn6KUMlxpKl2vX5vE\nFgq6IoBhGDQ1NWHx4sWYOHEiZs2ahZKSEsyZM0d+3Tu7dd999+HTTz9FSUkJnnvuuUg1mxBC4pKK\nVcAhuPo00+X9L0lccTunK1IqKip8Hr/44os+j+fPny8XOZ01a1bQazz//PM+j6+44gps3ry5F1tJ\nCCHEQ8VxsPMutNjNyNWm9Pr1PSsW09WU6Up0lOkihBCS0FSsAk6BxwVLO3J1vR90eUYuqBo9oUwX\nIYSQhMYyDBQsh3Pm1j7JdAHAsxNnI1Oj75Nrk9hBQRchhJCEx4sCnC4eaX00BJilTeqT65LYQsOL\nhBBCEp4gitAr1GCpRA/pQxR0EUIIIZAm1BPSl2h4kRBCSMKbkDmINqMmfS5mgy6NRoN777030s2I\nKhoNVTsmhJBwLBp1VaSbQBJAzAZdr732WqSbQAghhBDSZWHP6TIajSgrK8PMmTOxcOFCtLe3hzyW\n53nMnTsXP/vZz+TnVq1ahWuuuQZz587F3LlzsWPHjnCbEncqKysj3YSISdR7T9T7BujeE1Wi3nui\n3jeQ2PfuEXbQVV5ejqlTp2Lz5s2YPHkyysvLQx67du1aFBUV+TzHMAzKysqwYcMGbNiwAddcc024\nTYk7VVVVkW5CxCTqvSfqfQN074kqUe89Ue8bSOx79wg76KqoqMC8efMAAPPmzcOWLVuCHnfhwgVs\n375d3vrGm//GzoQQQggh8SrsoKu5uRmZmZkAgMzMTDQ3Nwc9bvny5Xj88cfBsoFv9fbbb2P27NlY\ntmxZp8OThBBCCCGxjhE7STeVlZWhqakp4PklS5bgN7/5Db755hv5uZKSkoDU4RdffIEdO3bgt7/9\nLSorK7FmzRqsXr0agBS0ZWRkAABWrlyJxsZGLF++POC9/ud//gfHjx+XH+fn56OgoKCbtxlbampq\n4v4eQ0nUe0/U+wbo3uneE0ui3jcQv/deU1OD8+fPy4+HDRuG3/72t0GP7XT14po1a0K+ZjAY0NjY\niKysLDQ0NMgBlLc9e/agoqIC27dvh8PhgMlkwuOPP44VK1bAYDDIx82fPx8PPfRQ0PcJ1XBCCCGE\nkFgS9vDi9OnTsX79egDAhg0bMGPGjIBjHn30UWzfvh0VFRV4+eWXMXnyZKxYsQIA0NDQIB+3ZcsW\nDB8+PNymEEIIIYREvbCDrkWLFmHnzp2YOXMmdu3ahUWLFgEA6uvr5a8789JLL+HWW2/F7NmzUVVV\nhSeeeCLcphBCCCGERL1O53QRQgghhJDeQRteE0IIIYT0A+6ZZ555JtKNSCRmsxl//OMfceTIEej1\nernsRiKpr69HUlJSpJvRb0wmEyoqKjBo0CBwHBfp5kTE7t27oVAooFarwbIsRFEEwzCRblafMpvN\n+L//+z8cPXoUKpUKWVlZkW5Sv/r6669ht9uRlJQEjuMSos8tFgtefvll7NmzBy6XC4MGDYp0k/rV\nZ599hoaGBuTn58d9X4eLgq5+1NLSggceeACZmZlISkrCv//9byQlJWHo0KEQBCHuf0hPnz6Nn/70\np6iqqkJhYSGysrLi/hfx7t27cffdd+Ojjz5CaWkp8vLy4vp+/Z04cQLLli3Dp59+ioMHD2LXrl24\n/vrrASCuvw+ffvopli5digEDBsBut2PLli3Iz89Hbm5upJvW544fP46nnnoKW7duxdGjR7F161bM\nnDkzrvsbAD755BP813/9F3JzczFgwABs2rQJI0aM8FmpH894nsfChQthtVpRWFgYtKIBieENr2OR\nzWbDsGHD8PTTTwMABg0ahGeffRbTp08PWjw2nvA8j507d2LQoEEoKCjA7t27UVxcDJVKFdeBl8vl\nwqpVq/Dtt99i06ZNKC4uRnp6eqSb1S+am5vx1ltvYfLkybj//vvR2NiIO++8E0ePHsWIESMi3bw+\nVVNTg2eeeQZTpkxBW1sbXn/9dZw7dw7jxo2LdNP6VEtLC9577z2UlJTg/vvvR2trKx555BGYTCYk\nJSXF9f91u92OF198ESNHjkR7eztOnDiBoUOHRrpZ/aalpQWZmZlgWRb79u1DTk5OQo1odBVluvrQ\n+fPnYTKZkJycDAA4e/YsPvzwQ8yePRssy6K4uBhbtmzBuXPnMHny5LjNdomiCJZlkZ+fj9mzZ6Ot\nrQ1HjhyBRqPBwIED4+qe/fs8PT0dgwcPxqhRo7Bu3TqkpqaiqKgoru45FLVajZSUFNx8880AAK1W\ni1OnTmHYsGFxl/Hx7/chQ4Zg4MCB4DgOWq0W//jHPzBs2DAMGzYsrgMPjUaDK664AqWlpQCA//3f\n/4XL5UJ6ejqGDBkSV/ft3+cjRoxAVlYW6uvr8cQTT+Drr79GW1sbjEYjhg8fHpe/3z0/y6Iowm63\ng2EYFBQUoLq6GqNHj0ZaWlqkmxh14ju9EiGiKOKVV17BzJkzfUphjBkzBqIo4o033pCfe/rpp/HZ\nZ5/BZDLFVbZr+/bt+MEPfoA9e/bIv2hSU1PBsiyuuuoqJCcnY8+ePfKOBzzPR7K5PRaqz/V6PQAp\n4Jg7dy4+/PBD1NTURKqZfcq7zwGA4zhcccUV8usOhwPV1dXyh1Q8LJwO1e8ZGRnQarXyMWq1Wh5m\niqcPXv8+ZxgGycnJcDqdeP/993H69GnccMMNeP7557F27VoAsd/vofrc06+nTp3CTTfdhA8++ABj\nxozB6tWr0d7eHje/3/1/t3sCr4aGBnz11Ve48847kZaWhtWrV+NPf/oTWltbI93kqBIfPwVRxmw2\nw2QyYe3atVAqldiwYYP82rJly/D666+jo6MDADBw4ECMHTsW9fX1kWpur9u3bx/ef/99GAwGvPrq\nq/LzHMdBEAQkJydj0qRJaGpqwr59+wAg5n8hhepznuflD5m5c+dCoVDI22UdOnQoYu3tbaH6XKG4\nOIOhrq4OBoMBRUVFAOIj+AjV7y6XC4D0c200GnHy5ElceeWVAICTJ09GrL29KVSfA4BSqcSMGTNQ\nXl6OuXPn4ve//z1ef/11ALHf76H63Ol0AgCmTJmCefPmwWAw4Ac/+AGGDRuGEydORLLJvSZYn3v6\nMzMzE1OnTkVDQwP27NmDzZs3Q61WJ8x0iq6i4cVesnfvXthsNiiVSiQlJWHEiBEoLi6GWq3GG2+8\ngdtvvx0syyI7Oxvnzp1DRUUFhgwZghMnTqCiogJ33nknVCpVpG8jbKIowuFwQKFQQKlUYuzYsVi0\naBHKy8vl74fnLyKGYTBw4EA0NDTg0KFDWLt2Lerq6jBhwoRI30a3dKXPFQoFRFGEIAhgWRajRo3C\n7373O7z11ls4c+YMpk+fDo7jYvKDqDt9DgBnzpyByWTCpEmTsHz5cjQ0NGDMmDERvovu62q/e4aT\njh8/jtOnT2PYsGF47LHH0NDQgJKSkphcydqVPvfct1qtls9TKBQ4f/48pk2bBqVSGcE7CE9X+lyp\nVAYMIX711Vf49ttvsWDBgpj9/d6VPgekBRTLli3Dxx9/jFtvvRWjR48Gz/MYNGiQnN0mFHT1mM1m\nw3PPPYdXX30V9fX12LhxI2655RZ5WGno0KGoqqrCsWPHMHnyZADSX0IXLlzA+vXr8dFHH6GsrEwe\neozFD9+///3veOGFF7Bv3z4UFhYiLy9PXrmSkZGB1atX47bbboNCoQDDMHC5XGBZFu+99x7+/e9/\nY+TIkXjwwQfl4ZhoF06fsywLm82Gv/zlLzh06BB+9atfYfHixfL3JNZ0p889P9fr1q3DJ598gq1b\ntyI1NRX33nsvNBpNhO+k68Lpd4ZhUF1djT//+c84fPgw7rzzTixcuDAmA66u9rknqHI4HHA6ndi4\ncSOef/55TJgwAVOmTInkLXRbd/vc83957969ePHFF/Hpp5/ivvvuw6hRo2Ly93tX+nzevHngOA65\nubnIzs7GY489hquuugq5ubloa2vDhAkTYvLnvc+IpEdOnz4t3nffffLju+++W3zjjTdEm80mP/fd\nd9+Jt9xyi2i320VRFMWOjg5RFEWxoaGhfxvbB/bt2yf++Mc/Fk+fPi2uWrVKfOyxx8Rt27b5HLNw\n4ULxlVde8XnuwoUL4sKFC8XvvvtOfo7n+X5pc0+F0+dtbW1iR0eHuGXLFp9ruVyu/ml0Lwq3z596\n6inxwQcfFA8dOiQ/Fyt9Lorh9TvP8+Inn3wivvzyyz7XiqX7FsXw+tzhcIivvvqq+OCDD4r79+/v\n7yb3inD63G63i1VVVeJrr73W7+3tTeH+PxdFqe9JcJTpCsP3338vj1O3t7dj7969GDlyJNLS0lBc\nXIz33nsPxcXFyMnJgSiKyM3NRVNTE5577jl88MEHGDp0KAYOHAitVuuT+YkV3in03bt348CBAygr\nK8OkSZNQU1ODkydPIicnR/6L6PLLL8eqVaswcuRI/POf/0RWVhYGDRqEOXPmIDc3F4IgQBCEqP5r\nqKd9XlhYiKKiIhQWFgKA3Oex0u896fN169ahqKgIJSUluOuuu5CVlQVBEORVrdGsJ/2+adMmDBo0\nCNddd52c4fH0eyxkPHqjzydOnIjbbrsN2dnZcp9H+733tM+HDBmC0tJSjB8/HoA0rzPaf849etLn\n77zzDrKzs5GRkeHzuzwW+rw/xcZPQpTYt28fysrK8N///d/4wx/+gL1790Kn0wEA2traIAgCxo4d\ni6FDh+KDDz4AIA0vnDhxAtu2bYNWq8XixYvlX8Ce/4jek42j3erVq/HCCy9g69atAKT/dHl5eThy\n5AgYhsFVV10Fnufx3XffyecUFhbCYrHIwyrFxcXya55fSNEacPV2n3skUp8rFArk5OQgJycHQGwE\nnL3R70uWLJGHGQHpAy1W+r03+jwvL0+u0+T5f55ofS6KYtT+bvPX0z5nWVZeJOONAi5f0fs/IMpU\nVVXhmWeewfz587Fq1SpotVps3boVmZmZyM/Px+eff46WlhYAwP33348tW7bIj/fv348FCxbg3//+\nN6ZMmQJRFGNu2fS+ffswd+5cnDlzBoWFhVi3bh3ef/99ZGRkICMjA9XV1QCA4cOHIysrC2fPngUA\ndHR0YOXKlRg9ejQ+++wzLF682Oe60fwLifq8d/p8yZIlPteN9sCjr/o9mgMOj77q82j+fw70XZ/H\nQsDRV7/bSXA0vHgJntRoWloa8vLyMHPmTGi1WjQ1NaG6uho33XQTBg8ejA8//FAueJqWloZDhw5h\n2rRp0Ol0GDVqlLxKy+VyxeRqtf3792PcuHF46KGHcNlll4FhGBw4cAAzZsxAY2MjTp48CVEUMXjw\nYKjVarz99tu4/fbbodFoMGLECNx+++1ISkqSl9JH8/1Tn0sSqc8B6neA+pz6PP77PNKi+0/OCLLZ\nbNBoNHLxN71ej+uuu05+3TNUYrPZkJ+fj7vuugsVFRX4/PPPUVNTgzFjxiA1NVU+3vOfO9r/yvfn\nafeUKVPgcrnkx42NjfIqpWnTpsHhcOCPf/wjdDod3n33XUycOBEulwsqlUqeH8HzfFTfP/W5JJH6\nHKB+B6jPqc/jv8+jBX2Xgnj11VfhdDqxaNEiqFQqOXL3FPdkWRZ79uxBTk6OvOT9qquuQmlpKTZv\n3oysrCx5GwyPWIr+vSc+ev71LJH2TLQURVHe4iErKws/+tGPwDAMNm3aBLVajaVLlwbU44nmIQbq\n88TrcyCx+536nPocSIw+jyq9vyAydjmdTlEURfGbb74Rf/zjH4uHDx8OOEYQBFEURfG5554Tq6qq\nRKfTKa5ZsyZgSbQgCDFXDkAQhICl7P6PPfdfVlYmVldXi6Io+tyEqRHBAAAH50lEQVS791LhWLh/\n6vPE63NRTOx+pz6nPhfFxOjzaBT9Mzv7kSc9OnHiRFx22WV47733YDKZAo4TRRE1NTVYt24dfvSj\nH6GxsRHDhw/3eZ1hmJiK/nmeB8MwYFkWJ0+exLvvvgu73R4w+ZdhGBiNRqjVamg0GixevBgrV65E\na2srRFGEUqmUK7DHwv1TnydenwOJ2+/U59TnidTnUan/47zoxPO82NjYKK5atUrcs2eP2NzcLN5z\nzz3ijh075L8APOrr68URI0aIjz76qHjs2LEItbj32Ww28d133xVvv/128e677xZ///vfy8VLvb8H\n586dE0eMGCHOmjVLfPvttyPV3B6jPk+8PhdF6nfqc+rzROjzaJWwqxeff/557N+/H5MmTUJzczP0\nej0UCgU+/fRTtLe34+qrr4bdbsfWrVsxceJEuV4Lz/NITk7GNddcg/vuuw8GgyFmiv558y/Yx/M8\nnnnmGXz22WfYsGEDbrrpJhw4cABnz57FmDFjoFar5TH/8+fPIy0tDStWrIipAoDU54nX50Bi9zv1\nOfV5ovR5rEjYoEuj0WD58uW44YYb8Ic//AEpKSkYOnQotFotqqqqoFQqMWvWLGzatAkMw2D48OFy\nJWmGYXwKPcbaEmHgYs2g06dPg2X///buJySqtYHj+HfGN1MLRXMwaHSbVhQKFqESBkWRoFNRmSlB\ni1YGYdCqLCFaCGFEUJuCIkFRchEz2C4oKiZG7I8UiJZ/Ni3GReOEOuNzF74zve/bvRfu270zznl+\nn52LgefM9yjP8xzPOW5yc3NZu3Yt/f39NDY2UlhYyOLiIuPj48RiseQDTV0uFx6Ph927d7NmzRpi\nsVhy63q1U3P7moPd3dVczW1pnimsnHQZY9i0aRNjY2M8f/6cgwcPMjw8zL59+/B6vYyNjSWfw7J+\n/Xp6e3vZu3cveXl5P/3yZdIJef36dd6+fcvOnTuZnJzkypUr+P1+nj17RllZGdXV1czOzhIMBqmv\nr8fj8TAxMcH79+/ZsmVL8unSCYlr+5nwB0nN7WsOdnZXczW3rXlGSd+VzfRJXMOem5szVVVVxu/3\nm66uLvP48WNjjDFv3rwxdXV1pq+vzxizcp3bCYLBoKmurjbfvn0znZ2dyeM7deqUaW5uNgsLC2Zq\nasr4fD4TCoWMMcaMjo6aly9fpnPYfws1t6+5MXZ2V3M1t615JrFyp8vlchGPx8nLy2NpaYnBwUHa\n2tro6emhqqqKQCDAhg0bOHDgAMXFxeTn52fUNf3fY/69+hsdHSUUCnH16lWWl5c5d+4c27ZtY2pq\nimg0Sn19PV+/fqW/v58jR45QUlKC1+tN9/B/mZrb1xzs667mam5j84ySvvne6rFnzx7z9OlTMzAw\nYFpaWsyNGzfSPaS/XWL1Fw6HTWVlpZmenjYPHz40PT09xhhjHj16ZHbs2GFmZmZMNBo14+Pj//U5\np1Fz+5ob4/zuav4zNbev+Wpm5U5XQuKODY/Hw82bN7l27RoNDQ3U1tYCzrpr4z9Xf9FolLt377J1\n61bm5uYoKyvj1atXwMprH0pKSigqKko+ndlJ1Ny+5mBPdzX/Qc3ta54JrP7W3W43xhgOHTpESUkJ\ngUCA7Oxs4vG4Ix8Alzie8+fPMz8/z7t37ygoKODEiRMUFhby4MGD5J0skDn/RPpXqLl9zcGu7mq+\nQs3ta54JrP/mXS4XkUiEnJwcSktLgZUT2Kkn5fLyMgAdHR2EQiHOnj2L3+/nzJkzwMrqz+nU3L7m\nYFd3NV+h5vY1X+2cd+b9Hz58+EB5eTkVFRXpHso/LrH6279/Pxs3biQQCFBQUJB8y7yTVn9/Rs3t\naw72dFfzH9Tcvuar2b/SPYDVYNeuXT+9Nd7JEqu/3Nzc5Oov8V4yW6i5fc3Bru5qvkLN7Wu+mmmn\ny1K2rP7kBzW3j5rbR81XN5cxxqR7ECIiIiJOp50uERERkRTQpEtEREQkBTTpEhEREUkBTbpERERE\nUkD3koqIY1RUVLB582ZisRhZWVk0NTVx+vTpP32Z8ezsLCMjIzQ0NKRwpCJiI026RMQxcnJyGBoa\nAiAcDtPR0UEkEqG9vf0PPzMzM8OTJ0806RKRf5weGSEijlFZWcnIyEjy5+npaY4ePcrr16+ZmZnh\n4sWLfP/+HYBLly5RWVnJsWPHmJiYwOv14vP5aG1tpbu7m2AwyOLiIi0tLRw/fjxdhyQiDqKdLhFx\nrNLSUpaXlwmHwxQXF3P//n2ys7P5/PkzHR0dDA4OcuHCBe7du8edO3cA6OvrIz8/n4GBARYXF2lu\nbqampgav15vmoxGRTKdJl4hYYWlpia6uLj5+/EhWVhZfvnwB4H83+1+8eMGnT58YHh4GIBKJMDU1\npUmXiPwyTbpExLGmp6dxu90UFRVx69YtPB4P3d3dxONxtm/f/oefu3z5MjU1NSkcqYjYQI+MEBFH\nCofDdHZ20traCqzsWHk8HgCGhoaIx+MArFu3jvn5+eTnamtr6e3tJRaLATA5OZn8PzARkV+hnS4R\ncYyFhQWampp+emQEwMmTJ2lvb2doaIi6ujry8vIAKC8vx+1209jYyOHDh2lra2N2dhafzwdAUVER\nt2/fTtchiYiD6O5FERERkRTQ5UURERGRFNCkS0RERCQFNOkSERERSQFNukRERERSQJMuERERkRTQ\npEtEREQkBTTpEhEREUmB3wCLuJ1bj5kvyQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x515f5d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# what about the drawdowns?\n",
    "ax = stats.prices.to_drawdown_series().plot()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
